{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import LlavaForConditionalGeneration, AutoProcessor\n",
    "import torch\n",
    "from peft import peft_model,PeftModel\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b3d47d20c69b4f6b98dd6d1bb60d282f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Loading checkpoint shards:   0%|          | 0/2 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ok\n"
     ]
    }
   ],
   "source": [
    "raw_model_name_or_path = \"output_model_lora_merge_001\"\n",
    "# peft_model_name_or_path = \"output_model_lora\"\n",
    "model = LlavaForConditionalGeneration.from_pretrained(raw_model_name_or_path,device_map=\"cuda:0\", torch_dtype=torch.bfloat16)\n",
    "# model = PeftModel.from_pretrained(model, peft_model_name_or_path, adapter_name=\"peft_v1\")\n",
    "processor = AutoProcessor.from_pretrained(raw_model_name_or_path)\n",
    "model.eval()\n",
    "print('ok')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(595375,\n",
       " ('<image>\\nProvide a brief description of the given image.',\n",
       "  'organization is synonymous with azaleas .',\n",
       "  PosixPath('data/liuhaotian/LLaVA-CC3M-Pretrain-595K/images_dl/GCC_train_000177248.jpg')))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from train_llava.data import LlavaDataset\n",
    "\n",
    "llavadataset = LlavaDataset(\"data/liuhaotian/LLaVA-CC3M-Pretrain-595K\")\n",
    "len(llavadataset), llavadataset[10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('<image>\\nRelay a brief, clear account of the picture shown.',\n",
       " 'large kitchen island with an overhang and dining space next to it',\n",
       " PosixPath('data/liuhaotian/LLaVA-CC3M-Pretrain-595K/images_dl/GCC_train_001899387.jpg'))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testdata = llavadataset[1302]\n",
    "testdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VkwiYcxNRETm/AhCBtm3LzJ5ZACTGkBIBKGLpfVJF1aTKiEDkmREhhlvHfprh3z788MOyLOu6rqrKpMQ4f+cABIAA7gcg4MEgncK2APrVXgHH2yZQUkig8xvqQ/dTuJ1GJi9bwDkVjrwPsA8JaKTBvJuCsCgrwdHBh4gppW7oh2HAf/7P/8Xjx4+Lonj58uXr169zWKxtW9sq292rq6sf/OAHP/7hj07WJ0R8j0DnYZ57S4Z8C0Cey+65eUGz4Eq1qO65ae5x0HsKQI4kZTlOMzMLJ2Mr/1wfhvkJzvtqOp9BKOY6qEQBuF1KvKtI3D6mvapIjHOCy9OWSXXBCXQXQhBJhWeREVtdFMVqtdputwZamK/VdL28TX18I4ECAEp68x/eOgQAFG9pS2bff0igI0ecpEhS0SQCWhXlJFcURIHsCLOr6hBlSGN43Dnni8KUpb7vD23TTqPp2mEY3Pnp2dXFZdM0iLhaLGOMXdPamhbOI+LPX7z87ne/+9Of/tTgMJM/8taotKegyVV0zzpWEJ3cKKRESgxMREmSMQyjcgWHgqrqk890Nl99uxIm5TqTl3EXfTDs17PtP4/O25+SJFUFHH8rKUhMUUGTZI6OiKoCICqqd8OkGbmqKgAwgphGL8H4KzYLAEhpxKGaOkGERI6ZRCQMXVF4C8ItFgtjmeZCgbua9PwRvta4zzm+fLyFnOc3yZoYTNY9GxpAVIGABEAFNIGCSlQhBRFgQBXsDy17X/jS1W50n4Gq6k9/+rNMoGM2BCEAuJubm91ul1KqqspiQmVZPnr0KKX0k5/85Mc//vHV1VUIwaBZzjmNt7rFnBoMrjZnM/amHwaexpznmW2hM2/rqOHvdtmnSDPfe76tTDAfm4a5jeCuLjtXgO75/Mzqn6ubqhpjzFF1U0LyjzLe4kHnugHO9OA8AAD11h1DM8zRZrOxe1rccrqbPn36dLGo1uv1crm0CKe59ubEYUciy76vRW+/4jD2qQ8+uXONqoJqmlQFQgQcYgREInTkmQgQCVGBfLEAwKQ6DIPR3s1+13WdGQxDiqZ5V1VVLWrvvbu8vLQo7fX1dVmWT548EZEvvvji008//fTTT1+8eFEUxXa7revats1wh3mfMinIFGA0z/mcTOev+fpMf3alUUyMMUwgjDl2bs489K4tfC/kONdZ8/Vzes3zzxGy7ESDuWqVkpGC5zf4TfWuY38u9UKSzLAnHqyqaqB0mvBBpuwy4wfvv2883Zx6NhOb5L2bp1me01/eyHlmOoKjFGBkqyNp2nwmokUiBU0xJRUQzaah9yUyOWJyTIBilpvifr/vun53OOx2u+PxOAxDSBEATk9PiQiFczCibdthGPC//W/+X+Ywq+vawK3f//73v/vd737xxRfMbNF2sxhMQ2JgnoFx9NaBfEctu/VoMGWiwSkxDREtB+ghYclMoZy7V/CuWZOVVONz81vBRIh5MvdYLM6cjtlIyipEvsPEEZHmga7pbPAssp9vC6gFu7lCnAkUEQ0XbMzSHooIJAWjTuPoOSp7j1PezudtuubbddA3fv7GcUfdHO1rvfe5zE6jIohAMnAgoiMy48+MwiiiKfUhDF13bNu+bcOQXr68UNOKslniRnJCRCXMOyKgiOjaw7EoipOTUyL69Mc/+e53v2um0pPzR03TdE2bhlBV1apexBhvLq/W67UI59C5bbRB6OfLYnqniMCUXocIWUQjonOjYSRT3Nzc3klundtzleCegYJ3U9LuUSHNwlQ6848gIqgComTHKiIxAzPeFdZ4a/coqoCA6IQNMP4haa6VTlMg59wwdDEGGOFUxin5o48+orsop7Y9ioikYNRvORhZLMwRbvkE2gn56gQHb5LIv2iQjmJ9xkHtZVp+ANApIiQA5EZOyUiKRsK6P7ZDDH3bHZpjczgemuPQ9SGEgkvvSlcWJoJCCG3fGVLHe+/MQgVkYkJARGdH+cWLF9/73ve++OILIloul8YDzs/PVdVMKvNLl2XZtq27i13PwvceodhaD2F0aJu8yx6f3/qt3wKAGOPxeDwcDtlaMm6VFQDTydq2NSY6pwb7FZkwJTKLxeGU7ZmZWWY/i7rO2gjMfAs55eOe33RuhMEsJJuxBPcIqOsaIy/v/XK5fPTo0cnJSV3XlkFhnkuYgQ9l1K5vUQT2CBk/moNAc9/ZX96Y8qzJHE0CCYAUs2OLFNPtXxHKuiAiBAaUMKSub9qmD7E/HtqYhqGPQ+hiENFI7Ev2BTkEzsEtk3XOub7v52ItpWTMG//f//RffOc73/ne977XNE1d16b9EJFFMuYeExtG7DDT3O1NVVVzUsgbDEymfq3Xazs0T58+/fjjjz/++OPdbnd1dWVWW9M0V1dXNzc3SI5m4A+4m6Qxv/OcLudqsUxpwXh32F/DMBi7ymcgTfjO+T1NqwkheOL5/TMt5kiPfSsTPTOaa928RTwB8jMFzDk9ACDcebr8jFlduXf928bc6TEfIvnk30JadZbnND9jiByTpskIRGSBJAmSBCavKEQOHTJ7AFFFVS3K8nA4XF5e7XY3KQkzxZj6vivLqu+7lMQ5RqS+7ww/5ZQBQGn00qSUhhjMx9f3fb1cVlV1PB6Z2RX+cDi4f/yP//HNzc0wDObpyDZsptRsUtiDGSHqzDduz3kvxp0/91Vp7ME2te/7L774IoTQNM3Z2dnZ2dl+v//pT3/64sULVd1sNibidXIizvXROZvJm5fVwbn0zGw1733e/sViYddY0lI+ZnPKsEewILvDMbhgAyacx2az6brO1HwiWiwWm81msajeeeed7E7CyfgzhvrlFPbG8auzzFGVnEkSG3Mj0iYZQkgKy/VWo8QYRZVIRs+h4/V6PaQRXW9GiwUyrm92MuUt2W2991VVAwCzQxTT4kRGrLSCM7YFM6M5yxZ7HSVnijFG9/rVK4tPIEDfdWZz2OyNxND81ERgPkW+E4DJvCGEoACikEQBx/IHhBjjwCMPAmb0nmMcLi5e/fSnn2y325OTEyJq2zalQGOcKeX7w8ygMQB/PuuZxdoj4cyQz2T6RhoFALRZigAiMCCgJUna84KK0YVDAqbjYWc/56qiKn2e1cXrl4hYeL/dnG02m7OzM4tGxpQU7BGSiCooMRDzbeDHZpXnpvnj2+z+e9T5q5ApMoHZOtm1jqAA3dBDjv0weS6KqgSgkEABiR1b3pUbeU3X9W3ft23bhyFLmGEYum7w3iMyIscYhiEiWug1Ge2oYv4nosE8hgqqhptGFQSlFCOzG4YYo5grsO06AHBnZ2fZIu773jyazrmsiumsrkteL6OGvOUw+RfjNLIeGacsNkQsyzIz6UePHnVd9/nnnzOzqRYhhJubK+ISZipjFnD3NmmuFMIklOfq6Vxj05nB1B6ONBs4GeYwKS1wV/CdnZ0Zudt+5GWxUKR516uqsi/2fT/EPs9tfpbuGpFvIaa7VuC9D385MuUZQDvfBxGrqsquPZiCeUDkvHeARIRMqmpCrxuG/X7f9re5yNlJNwaH7d6iiiAxDaoS051IEoBnp6T9YNm294HJAOC9D30XQjApZ2LHHY9HmvyORVEYBzVfZv7+nCFZyCRzsnsL4Wb53fbk7P2cpeUoYqbLrO2ZV0v0vr/TVI7tdjtXLfJ+54OhMzeWien5fuQdiiHm++QfymtEd72PNCFOjDQBYLlcrlarqqo++uijfJ+MPgEAX97mKmVp9fCAffm4p4DCr8BE71FnHtlcc7M6UIqchJJAGKI99bFrm6YxaJspi0BUlkyOXeG96tCFOCQUTUEYWBE1yjAMnhgQIWlMCZIogkMHCAMOMJlBOnOw2KxkFkOxud1x2uUE7YeyJjMnpPthm7wKzFyW5SSpQ/btZU5s5Gv3v7i4mIUTb3VEASG8LRaiU8JnNs7uzSc/WOaCZvDmy2BmVCFAuVzmJZg7+f10kDKS0v6U4mB5qo8ePVqtVqvVarFYFEVxfX0Ns4NqeicRRLkf9LK5OfeLE2jfKN/hVyPTubvq3h1MUc5IlBjjEOPV9bEfoiXcxdusUUAmB06n5zKGYnFkjSnEmEJQVRAw5CGvVkSkiCgarXbaxJhExNBWo62SHT7DoFNZoczL3Ha1HiFwIUaFoijYOZilfMyHEiIBgBiLNrpSHcPxqmBEAmCORWbGIUWR8azEJDENtpdn5ydpSmUk8hY56NqhWiwJZe4isIm2bQsz7SJTRo6v3As1GfHN74CIhOjYEVi9HkyQVBUVNIkmkZytESMRlUVZluX56bauy/V6bSZ5Sin0Xd8cb03IkaxDH2OQ5AoPILfnGW0pcAY+wtkrZPjZQwL61alzXBC6s2jGC0yMxhiNRx6Px7Zt+yECFt0QrcaYuTuKqnTOWU4VTEXg+r5HJkaqXDkFmDRLTssRyrAbmgXhiJxIFINikJouAQCIPAwRiIjc8dgWRbFcr5idszzu7JTRCaps6LjZQiNaKSBRIEIcvfQwss+EyCkF02JhytEpimLJ2IVBQhQE06kRsSzL3RRzp4l6ympRL1YxigqC1VOIERCZCImWi4WoSkpWlG0QAVVRraqKGJg9MRhALEVVSDGKVScEFBRkhwAMIF3XOUbvfVE6SRDTEIYU07DbdeyQybPDxWKx2a7OTh9ttqvVaiEiGlM79BqTEnpiLjwDRjXdQkhBCb33jgq1s6ikIKikKASsKCCoKKgEqLevX3nMqVO/DqEieeJbHM+0X/qDH/44Gwww+S6qaqHkySVDBdjvGh+RKUvW/htjJCF0br/fG2uIaYTYknce4dA2C4SSSmAaNU5VVSFzKmhMEpMAMxPwxGtCwUViTEMvjqrCI6Iz3S4LYgDgGc4czFM1DERUVVVVVSmqIqgagndy3aFh/FxRjG5t42HD0MUUmLlw3jsuHNdF2ccQY2TnRHUICZKMFhWQAhXOG0EETZAkgaqCEkJM6NgTl0VBClFFY4oqfdd4z1wSKqpqioOlczpXEACOCDBAQDsL7aFNnrxTAlBFRSGH3rkkAqRlXTx5+ujZu++vN8swpLY7Nl0LAKiAVvaI0EDLIqIISMjkUAEIb61kJVJSxPwqYCAfJCAFza+mm2Tmek9eyTybyjBfhH2INNXqSbNs+vnFPBUCQiYkZ4pdiHEYOmOWlqCcAwpWnklV+yQaevZFvVxY9YNhGCzgnAMTAGAhzRDC0HV1XQOqqiaNQxjMQVlUhaIIpLZvcB4GR9gddlVVLYuy60xtU1vLGKSuisWiWq5X69/8RrWorXgE/h/+t/87uCtfskI9N5CNcNExO0u20tmCjnVdTFGQqVZtUThmBBXzSMQoQOicY18459puUFWrMypTvhoDFlww3Aq1PBmrp8p3B6ImGMMH2UFm+IGs/5kCk797ut1aMS0LEGS8wW/8xm/YM5ZlWZYlTpjlnFx2TwTrzCi+w+FkTOF4yPnedL0w34fd4BTgpQkDkB8kSCoWy6S3hR7yyBGTe+6L3b7twmA6ZZqKo9gwSW02nOFXvPcxJCA2P7ElscCsukkWs8ZTVfVwOFSLxXK5ND+MxR2tnqNRtpklowKQQgyDqrZtu9/vU0qGf63r+p133sl7NKdDR97d+2GdFFibETvmwucvTObzSKDMbBbnaKrrbSTGVl/FMgyd9zAF42EYYlFUdv2tLWyWdeoc5mqDiDgG3E3UiohleYuQCBMRF6P3ICs65jQ2dEtGyOtk/n/yySfe+7quz87OzCRfLpcGScl8K07Vpn6J5DIAUUKd1kcfoDEfELrMCdREISKiYyRCZkVUBVFIoAIaY4wyhr6MpGCCjU6GGs3Ja7dvh2EwokHEXB9AVV1BDqlt267r2iFAEq1VBSSElJKkRKCOMMYYwsA81jOEOWRHpShcCv31ZWuPQESOqKjL7XppJ3x3fZyjKTbrVVmWhl0qimK9Xq/X66IozM89rqDd3BAa8gDEOVdp732iqt5Xqmp2zzTXMQHIdnR2wmIIQnib36NGnSmKiPMloom8HH9DRZUULc0gG+M2NptN9ttlt0BKCQXtd2nKNLCNsboSiGjMNX/r/Px8tVqdnp5ut5atO7oJrd5nPuswRYy+iv/yIf09fKMPHD02HlrZcxE/j9075xx5IOe5yNFamGp+ZN+z1QiiKf53cbnTKYM+syEzdMyENz9d3/dN03Rdx76AGZQiTzuDJeYzJMWo477zVPXS1t/sV3u6oigWi4VhuArvrMS2zdMUSJNmmdLmvhc3h3VlGWGPKlPCq31o17ArTGPOurNlYZux5fzI/JxzVme19EVKKaQYgyWjOe9KIopBFIGQEBEBGUeMuiKgaP7pPFHLlMIJUnnrZuLbege2FiaUc3DSMGxTKHLx0Qcf5H2aQ4MzYBkA3FR3ybjO1yLQt5Hp2wa/Pa8/f3KL8GfyZW1QcwMwZMGdS37aWdWpah9Mgi4/kR1ynUrawuSlN+MY+mHUXxHn/shcTt8mbPSHiEMMImJxzjlZW7qfyShzzI3ENxb7EavSM7lxRr/1/DCPe3F+fp45Uw5/36MPneWjDeF+hQmZAXjNBzZdjEQkMSEiEGcXvYxrNwIKcZZphQDeF1lxlFndJUtGm7tO7XOFMdAFk3/O/rTb7cx/udls1uu1vVZVddzv8z11CpLxVIVBZzXhbQ5fxX/5RtK8R6Zv46DzzZjTqM3qXlFfAT0cDgI6V6ONnqwoQZ658cgY43pzlnX0NBUFMhUug/pwAkuoqsWKbA7zLbBjb1ucHcn21z4M2fOz2WxOTk6Wy+Vms5k7tlJK5uEpC2/Hw6bNE/51v9/PFyQP57wfGeb0APcku82m7TocfZCWM3RbuMJgU8ZxYxriVNMQQBAxJfXeV6WdIRYVSEmSlEUhCJpdJtOiiAigEAMS6cyhgoKIqpCSqOisPLZzOV/Ufte29rd/+7cz17S5WWVhHIGnYweF0UE9DDnvLxMuPGBvX2Uo3prkc000f34vFp9JZO76xUlZGokmDFka7A6NGUlzzKiIrNdrm7zpJJkij/tDmuW3QNbwMGYGmU0rImImkBSHqfwvgIrEFN1U6icrlN45KBwAnJxubZ2N7+ZbxRhjCFk/LrwzRjB64J0zPmq1Y3NJIrw7nEXDTTTMqx7/3u/9njH5w+FweXl5fX3ddZ1NcfKpjYop8+g9JSKTMtPGDyklx0WKcggHm5P5qixl0VYqSEJBJWVABB1ijzNrLosMW8o5k7MJ+KIAAEOsqupqtXr69On5+fl2u8VJG84CyDknMeqEHswCPUsunQEL54rNLz1+oYifyIKzgHZTRWYzipumMe0whBAknZ89BkDnnNWpjLls1jDQFJLQKa8fES9eX8xJUCdHus7qDGR7A2Ylj2w3cYLwmkS2ZamqarPZbDabuq65GJNzZMoLMBI0ejAdNy+sKcp5ExHRntqwH3AXMz4S63/+v/8/5o+ycLFvWmSPmbuu2+12+/1+GAbmQlUBbgPfpjebZLesah3dIkFVVe5UOs6S1Or2LpfLonSoNMQ+9DFKyGp4npIR61wny3KZiK53u6IoTKacnJxsNhur7XY8Ht9IEJni8C1uo/vX3y0elvXdrMjfozbVdO/ONuZaRH4oIloul/m82Vmy2PfhcMhWOeRQZIoxCPKohcPkMMkqnSmLZ2dnV1dXJg+Ph34uGR4+ZnZLjfLH39bbMS3TRLDpkYbJHD2UiKraDv18AfP9v1yl+erDXV9fZ10nLwcAWNn9pmlMHRYR43wxGvEZ/7Y8r6SqVikEpxNJRMZZQzAA9t35oSBwP7RD3yKq92VVFXVdFcUyJMnOvyzIYox1XcMt6SfjKCml3/zWt6wy1GazMeZtMM1fykP0hpGmhNL5sYEZnmO+6yIWcL71aGbWZZJnypW7hYaZ9pYVxKw7xqkMZZZp3nsu/FE7nXBnaZaUTERN01iepLkhl8vlcrmsq7VZ6CZkZErPj7NSP1kRrKrqcDi4wpvFnStHWDpKPqU6JaXY9L5+VsnXGK7pO2YOkgpJXtKtgew4gbZDb4RiDN/h6LwgGqMXKSWrO2B+LGLICzpaiK5Q1ZycpjqW0ScCEQURJNUYQp9S6A+E681JShLjWF6hKJz3tff+5ubGts24znvvvWvoDXJFFmdZcP/qonk+9E3gN5mlhWQmhIhKelt5RiVJQkVE3J5u85qo6pBG5N7h0OTigThZolx4h6CqSTWliDIlGwLi5ErLZbxhsqmNTRRFcXZ2dnFxYS0TClcDgGNer1Yyy2lZLZc4uTJCCEPfh2Eg5m//zrfGEPQsLiopzFNQTA6AKhECWPTyq3LQ9LbE+7cMt5zQPdmRazqBYRxpwhPlmZFyVuen85QA4HA4AADgPJ0gAYArKp1y0Cz2Q4BI7JxT9SiGj4GswbRtW1YLg7TZ75qfzI6y+XUtbjEeA1cYp7fdsvlbaO5t5PbGj9+mLPLdhmD5vbwJrQcg7dATQYYvzhP8R0BM11n8RkbQwhj0grv2QTZKsmJnP0fsM5fNjkZTmWTKXTa1dTSWqcznJy+mOQE2m835+fmTJ09y2YiyLHeHm7kuOzEWOR6Pc8mQjYThbev8lvELlfJ7w63X6zghMmWCWtrBmrt1bgfc+mgmtTKq6tnZmYgkCfecVk17wJwPzobRZiJ0SCkliUnBKtB6t14iYp9UFGOMu92OiEzKlGX5/vvv5zAmAOSFdkVl65VRw3Ab7vo1jGw83eMQmcHAzNcGIKenp0SQz3aaKjUcj8c0CzRkiblYrMzzIFNZB7smmx1zh66I1IsVzNBbxlDnnuAssrPbKOsPpss9evTIOffkyRNzmDNz5lDZjXNPsaGpXUQe+qA7xV/ScFkLhrttN+z4WpVNyi0jmHksenP/RubxVkgAMMUtKkQ8tM30kMCIChKjAEhnpWDY8bjTQaIiO8s8tlktl8vz8/PHjx9vt1tbRFOn7K+LxWK73d7sjzRz3esEoXirh+hrclCR21CkPoDJ8mwQEaJa6NXcfl3XGcsMIVhI2tTQvNSqutvtZkddciRsfjB0ZnHn3K/MF+2ye67yNGUOgTAzG480+WNGZI5BZDZsT+E9R0lZA84TyDXF86zsArpTnO8Xj6/NQfswZPcbESMTJlLVkqtsoyhAlCRRKcaCTRLdCTshool400GnwAcR0YrHaakqJInJBFbUlIjA8gPN4kIkYh9h2J6cvvvuu48fP7Z2NjHGYej6vnfOVdVtPnXTHGKU9fbUljhMnbJsAm/Tgb7uyPIXZr7hbMLnFZiMIf3kk08U73RQrpf1AhcyCzrMOJYc9s2c+UE2BO91zyGykxxiP5fsmZM555qmORwOh8Po+DQM63Z9VjpvFg9PnWX6piUimbnbEFHGAF4wkUhEfhYWMbBOniSoEphPJNtIOnudv7kdCl/bNrj1P8EU8uIpZcIkQt4nEZEEgGRSbUiREwKTS6Ski8UigVqSaowxpMQDCkrBDhgKdsSMDr265KKIeEYASBL71hiMPzk5W2833/zNb+MUdjLxJFOkau7RNKFTlq4fWoTR8QszBfGtHNE6qSkI4uwVGPCN9TJRVBBISUkdOXToyQNDXdRRowTpY9+2bR/7NKSosSzLpEliSikRoLJ6dkioSYKk0A99GOIQpkIxiCAxSRiGmJLtv8EnC+8N/5pEVEQBaALdzR3mMJWltVTdx48fv/fee9/4xjdijGVZei7M0EfRICmEkEBRNIE6VUFgI0MkQdCYgoSyLFOiLL6ztmad5jJbtb8yUhqrhBBAmr3KG18RAPXr1ZJwVuuKcpnCpFb0OsU75Q69G6EGXdcDACgyMYiKStAkSWMUgUSA7J1zDkglJhEZ0gAAQcceF0XpFotlURT7/T7GqOq2J49PT08fPTrfbk+Kujo2jQhgyjYyoeN8cudiWwES6CTK1Y7sxOvgtnbIXYt+6AYrKotAgGgxMUPUIqgkSSpJVNHK04Ijdt6VvnIFO/ICSRNECe3QdkPbNX03tBIVSAkYQBALBmZCkCQhDkPoU5tAC3ZDiqHr26GXEK36JjBVvkiYUJJKBFElJCQljH1SQgaDucqQYggxyAgOswNZL2rzJZVlacl9mdd4Jonax14VFaayXggACIw0VvyCBGbSJrsGCEOKAApk3jJVVWRyTJYFOpkhU21KFWYr8AuqomIJsoxEOh1uBVBBJGLyzBxSpAf1DRAx3c0yz3+9E2jGmXbpZ33Y4dZoRSL7itgJYiDzxVumqRlJOgZ2BZRSCoXzRTmVyu7D8XApIt/4xjesGpR5RgAgpXQ4tjrLF/u6+sp8eH+nZ+akTqVqUWfVzi6IEgGgn9A6zOzK2/L1VVWbaXy43mfrO1vNZky4YtJBFZr9IdsZWYCq6ovdzvCRdVFCUY6on65v9gfTSWouzcw/dN0wDNvtdu7TsZPG5E7OTut6afEIgwjGWZm+8ejOyyeZUWuff4XXh3VxdYq35f/O7x9jNJQvUZG1lzgkZmZy5AmxMJbfDV1KqVrU89BAdkeYjp5NnXyNsyQjVRBRmiWv6OTcmqaY82jv14Q3TcRABjBLJ0K0bpxF3/dXN9cmdM7Pz7/xzjsnJyfmDDLT2xQyASUiwTs3/1XIdG7WTHgL1iRT7arJQwQAAMt6kU8zAGiSECIAXLy6SLN+pN77qigtYIMKY69R0ZhGE7jZH273aUJUqKp95Xg8mmFhz15V1evXr3UCGZlmWVXVarW6uroyFcvieXaSy7IWILz18oCqWG1DkTh/8BmJvXV5vnz1Mmni3VjofG1V1fsipdRPaYbOuaL0zOXhcEhyaxUUpVssKyLaHw6j1oFIRFVVeL/kqRIgTNWQrq+vb25umqa5U3hIprwTnArGzpX9OzoyzMGLcEsBuYB0ShZhSn1XluXjx4+tId92u12v17lWkbUQsY0ZgbRwn//DncPwhnV88/JPI39CtwUgbuOlNCsVbdeb7yJnwTOPXrYMvjTlz+qOGI+0AzYmT8NtBbx8QnCCzJkJb9/a7XYisl6vQwhm31j/VrO4f/d3f9fdKdQ4Bp/YTxz9cLD9ylVMvtb6vH3cAt7mNDp3PM1vaw4Hc1fphDTN3ZGzGZdbgq/W6+wuNAKwZ//iiy8Oh8OrV68uLi4MbG8b5OYSEO6qBTYmeT1G96eTdAfxhIir1SqlFNNgzAAAmJGZn33wgTmErWeKiTYLReqEachtJNu2LeoqL8GvKOVt3KVUqaoqS4P5QlsaMTysaT8p3zIlyJugpwnskv1Q9t4hzdczr4/xTpkhCe2aFy9eWK/2Dz/80Lzlq9UqV7LO3MtOS0oJqDX2mbtQzPW2X9e4xz7hbqHgLOLtoKaUDEg0f+QcZQAAA5cY3Klp26ZpPvvss1evXr169ery8nK/3/d9b67J5XL53nvvnZ2dnZ+fW9E1F6c+QPf4TS4GlnWgNJYqNpUgzRgPEtF+vzcRz8wmkk5ONovF4tH5KSnIBIMwXmIF9GTKZOdZ2s1D6vxyGn3bX+OE0M4kAgCWEGxp2WkGapyfz8z2jGnZc83VQRtN09gXMzMefw5HJHkuQ5JX1bgLAFi/ZyuVY15Jq14tM+THfFZ2f8P/744NossyMV82X4c7a/L1OehD9jm/Z/5FGWt1LXCGIvdTkX9zRdvOHo/HFy9ePH/+/OLi4tg0cep/Xtf1+fn5b/zGb9g65KAMABgXu7m5ccNwCxrIeqeqWn4w3hXxiAhgTVdHHKGImDmhqlVVrdYLcwVvNpv1ellV1eXFq9F15Z2ZP0ikiOy8ibo+hiFFIiKmarmYLwrcRUZ/zYW+9VPCLYeL3bExZEA2Ymyhx3Ird5mcqoKApJQlfjZHyrJEURQFUFBIaeSjcZbVlMUOItrqG3TaEh7yYVBV6wM2f3ZjotnMyrRrZzulELp+LvRgprtnmkRE0bfFe966ng/ZJ9xtJjuXrm17rKpqs1lZWZrj8fjq1YumaS4uLq6url68eHFzc2PLa96G995/d7VaZQZpzz4Mw2q1MqK8ur5IKZlc3WxX+J/+r/+z+UZmAjX43GjVzroFT7paypzDOSaib37zm+v1+uR0s1gsEDGE0PdtCKGuihzjuScCTC2DqaskTvhceBMHfRuBvo2D5nqwOajTdV0IPSkA3i1pCwAAGR8056mq2t89qHmJ2rbNU6UJ+Zam9joGZrBdqeu6KIqTkxO4q2/k1bBPaBYxn8uWfMDGszErB/nGlZkvGiKmt9DnLzzw80nam2z+znX3vu+vr68/++yzL774wtoZ2DUmFrbb7ePHj8/PzxeLhW20K7yJlxDC/Awfj0fTuXPen+3FWItG7qbOAcB6vdZZ8C2vF451/MV7bz//+PEjg7rZfQyhh7l7Kdzma883OJMmzHwFMcZ5ecd0NyMq7+icKeKEzc7Sk4hSSgaYsAg43mZ1poJHJGWa8UWjiQxIyIgZIrJ1yNqOiemsXdlNbH0Mbvzs2TNLNTHEmpvq3z6EB+TVmHtqM9Hf+2I+BsB3cnfySFMqwV2JIUj3PYn5R++RoG3QfEfcrC+PkUvf9/v9/uLiwqyZ4/EYY8x43GfPnmW/odkVmc5MI1JV6G4ZyjwcvVwu7U2Y9UUHgBGdmvcgT7RpmozHma/F4XBYrVaPHz9+8uTJ+fn5crksCk93K93pTCWar/5DwQ13mSUAWHalHaY5d5xvsC19nNXdzOFNSyGwsiV5n/Q2SC1Xu6ux0MDELG0Oxucy08rkWxbV3DzK2KK2ba3mfFYlLbRo9lM+RRmB8XXrg94DaOdVilOQ7N7ni8XCzGdzj7ipqnXT9g8vhilTOcuuTNwZ2G/c8ebm5uc///nxePzkk08yNqOqqtPT029961ur1erk5CQzlPyaa63NqWLkC29VOe4MzGrG/+o/+Uf3RIbdN58Amdx4Zmd945sflWW5WFS2owBgh8TSfInnEHQLxN2hxTwDftD+Oi9eXse8giJieMQ0lWBwU0lH62by8uXLq6srETEtm4iOx6MdZeN2E4ceSCGGwTbS1AyLU3/729+25JabmxvjiLZnL168xEn3QPODVlVRFE+fPjU+kdFeNiVnrRMfdPikt0BU732ev3IPLHK7boWfM878uTEUm5sxQqMSQz/pg9G2reVsWfsbc6H0fX9zs7+5uTH72oxr8yqcnJyY0mI5Xjr5bs0ayZPP762W070BAPEtTR3uMbj8Bv+X/4v/NJtgMPn5smw1XdX4xHa7XS6XZeVV1cxhO6ZF4bOGagQ6qVN2NO9QZ6ZRP23knH8jYjX1MdIHWoEdbgAwt9nPf/5zoydmHoM0dZ1Bd5aLjYj7/d7kyzAMbXusnM9+UJpatVpWYZaV2a+ZUnr06LGpU/brBqEydpV16LnFHSdjImts9uZtCMD5smRq1qlLyT3hBhM0A2d5L1msp7vJlrYLbTeCgfw0eEo1aZrm8vLShPXNzY35pJ0rzIixAgI8wwHmjZgr62XpH1IYzMT3vc/lLcaZPlB57c3oqjATIYtmnIrNZrrMOtnNzY1zrixvAbk0g/ZYGZxpfBl0JVPkPfUgYyAyICqvyOvXr58/f/7zn//86uqq6zr7ehaF+YbmuD4cDrl/TV3XVqahLD3E5Bzb8cjJu1aGJKO2F4vF+fn5o0emW5duqoYgU3EKy3ky1CbdHTDcGlXjlkxGz9vGXMLkpcgEke9mBBf11u2a9UWY5fIDAE3ee2b+6ONvZphi0zSW/BhjfP78ef7icrn8jd/4DStBU5a1uRRM3dTJNjJZlAtTmp5dFEXTHB5SWJYY95i9qn45oB4fOBDGSsppqvSSC7Su1+usIAOA9QJT1c12xczWRCZLYbxNk71dSuOgiDr/+fwmRyayjW8PUBZWGELMZ3E8Hvf7/fF4/OEPf2jPafqciFh9m3yiLDbz4sWLi4uLpmneffddZi7L0iw559xisdgs17ubmxCG/X6fE0Hd1FX79PT08ePHZ2dndV3TVBiDpvCETqUQzL+xXC7z0s9JkJ3DmcmfpcHbdNCHHBRmOvr8J8bL+Db0NVeZjFnkciOmMQ/D8E/+yT/BW3+Ly5buX//rfz07U2OM5qW+vr6uqkUWLOYJsWe37i6mD5hJut/vQwgmIedHFKec43s7bq9v46AwYzH5DQDgf/I//0d24EzDyHUgMouytbAkTO85JhMZY5muuq6rWf3IeyIeAIDekNADU1jV7q8ZmJjEO2e112zs9/vr62vrQGJGwNwBbpTxxRdffPbZZ4fDQXMXvao6OzubZNaIGzw5OXl8dnp5cQFTWyYDRD958sS8ENl7olNBB+dcjKPWm0W2zVlm1QPyFwWht3W4XYSRyN6mg75NxPObSncDQAKxE2XqZkYuX19f23Lt93uL6xjdPHryZD7JPNWmadKE981eocJX+/1xzjVkGtkm0RlMzFS43LZeZuGM+YG8w5jeIkzeKuKX65Wxa6NL4xN9P5bxKMvbJTAoqy/YezbDwjmnKqbhLZdLJLW6oRMDQEQEuu94vzfv7MkahiGFeH111XXN8diG0BM5IqiqqihcjBLjoKoh9MMQYxzMOwRKx0Pb9z0R1PWicCwioWtj3/VNm1IKjo3zDUPnPS8W9Wa5ym1i0LE1nUbHdNtxHhCRmJF5UZTyIG6pk5ssb5WdsSCpmrJP7z3mPVXs9qBaKeDpUtWxRZaVZmdmXzjviqIc1ceyLIMlqnfHq4uL692uORzavgcA51xd13W92G5PXOEdsSJokrExl6qqhkmDKsoaQCpF0KSCVle1Cc1iUYlADhCYykREGQ+euTsAqKa2DVZUAyb9avbX++iqty3CfK3uXeOeffDMvmzwWyJyTH5UrVAgCSCTOueYLUmNkElAkyZG5nFTFRkQCYnI4bSPDhEJVPS2yHLGIhBi17W73c5AEuaDjDFKTAQKip4JVIe+b5uuH7qhDzGFMMQkERQLx5UvlDgGODt79PLVF2cn2xBa70z2MROebk/6vifn9/ubEPpHj87fe+/Z+XbDzN6XzjlBQFB23jMjsSiAKCIIEiEBEgFFFSTrqIIAxitERFiZmR07YgJEg1syUts1OLWhycfPuNS9DbbVGMIAOhWMZhiRuYgfv/euqjoiZhSBm5urn336yauL11nXRNTSV9Wifvr4kS8LZg8AyWqYqApoTKiamGCMEBqOczIMggIzg6CKgKJjr4JJw2TMqRWGVlXTonOZyInkxrfMfAemO+smArmM5kh89v4+1dp/KZP1iOvNftAH/kglRTN3aPqHQDSSnYlC78fCOjyWX0TTZrKbCUZFPh6asQBB1o1MAX/x4kX2L+a8WxAtvesm/SlNoLUYIzOv1+vV01VK6fr62uwkFegDDsPgEKqqYApICpJUxSHVlfnzuOsa7tF7v1zVNm07gOPz5iUno5ER064AydZ70tGzckZTNT+4l7SEsNpsMtoIAEx0mn8U7hoN9sUnT54ATq364DYR4MWLF7vd7vLycugagwtVVXV+fm5SDgAQlYnYOUd+6jVjzNi2C1SV1BEJgQqAIiggICmQIIgIW1fHsbcjMYIAI9hZe0O0E97++S893naf/LkzfOcYuhyVJyAiAiQkRnTEzI55wvCCta8EAhz/ISBiigMREToAnRBnoqrb9abvuzFZ5nA4Ho9WOcN0mhz1ysb7i93OdCOZJZ4DgNU1MUyQVXVjZl8WYSp6771PkQAFUQmJUL33DhmRiQgJitKt18vKeYdjRwsAQBwTERSEARkUpvNFqACyXC1lFhMfYsA0QpvzUo4KKzMRWUWQqqrMijIMstXJzu4wQ9DZUdkdDjGO6XVjofi+jzFuNhtm3p6elv6Jn9WaKzNuldSUExCMosw4OaAUdXwAVCAkGrtrGoGOJBlVAEYeOXG4W+k9ibs7MZcv+fzh+OrS/MvPgJscwgAAU41eQERGswluYwzZbMy8logsSw5RmYuJo8SsU8Y0XLx6FUIYuq4PwcrkOaKiKNrjsRsGKyYJIlHE/DE44lirrO0Zra9WK6vAE6buCIiYUvr444+vri4uXv3cSkEVzrKpPDODiCoIiR2/oig2y5VjtrQ/Oz9JEUBQAUSBAWnEIOe8mZubG5ohvfOuyCw4PPdHFimZUZwtNrPAtttthhrudjsrtxRjfPHqVbZR6ro+PT01GWU4y3kBBa8KAMMwYiRQUXFKzDCqGsnyjjWGCmMXXxzfCKqdQtO3xK65Hb8G6vyF46HBnu9873PniFXVehIjKTNP5UOQyHLYb+mWkJx37NA5IgarfpxSQtRhGIw0rfLM4bg7HA6hH0rvREQt1yfEbui7pu3DUBXlEIPExN5VRVkShn5o+y5rCHP5rqrmkF8sFu+8887p6amVNJKkwTQt5snb5RwzKJalV9Wu68g7IipLX9flclU7tWJzo0PelgVIAQRVUMW2NNdpBbrFg87dHzSBPFTV+L2Nd549yy3EY4yHw2G327169epP/uRPYBZyzArG3/j934cpzWJuTCxXm9Fg7YY0VXbx3js/MzpNpwIEQolpIplMPYIwesYVpt7FaMxIpx6hCCCAACiIFqx5Q77h/MEffv5LjK+uQjietalEUqLRlencuI53PCYggCIyFguIMcKIBRkBGSmlIXSiERGdc6h6fXGZ5WOeROkLs/2JyMNoBccYQz/s+g5vXRhsIFbv/dOnT43HIKIVfkkpIVBRrZAUCcrCUYF1XYJqGFJd1yEkQHEEVVmwg2VV13WN0UzWsVYeiAAxAhKq5auiCiDC1HqinCJbaVYMliY0jIWvLL5q3O7Hn3xyfX1ttdaM2dufnj17dit2pgETxgCnQrKZDrquy2G8pKN8D0mKqjZUoE47OX7D+ldZpBun9jpghEmj3YFg+aoCypYVCAJyh39m6v7L46MP2eQbSdM+d8S3ZhcDEVpbGHAWupyeBESVBRRDP+TKGdm3p5C22+30dBsAMFtXVftj0xx2hg60rhFjcJ8gqaY4HPr2sBvnLQBnZ2e5fI2xItt+K1ggE9xdray1K4ahJ4XC+bL0jFJWTpMwUlk4RC6jVlU1pKBDdJ48MwKCKIKqYGJUAFBBIiJgUEBRAAKikWxhv9+juYGXyxw5Q8TNZmOBqIurq/1Pf2q+iBjjarUywnry5Il54mgqHjbfDLjLlrKhmnfRWhU23aA6FQT2RcGY4jD7IilKUjX7aLwHiGoCy6cETHdpCEFAgRBAlYiSCKCYGa6IRGSO9L9UHfSrs0+wUOd0gSBYrJKQdDxOYOQ5ORxAANSU1TH7ju3cyzB0kyZx60cggNVqUZd+tVq98847xvnMKjIGY4Eia6Zxenq62mzKsvZlkTvWGas2JITpcGaCmPje7XZVtWDGonDeO009I7F36uzwYel9WRZFR/2Q0XoAAKZA5nXJr5A9KDSKvEdPnhibdM5ZcOvm5qZt2z/90z/Fya63eNXTp0/ngd98NzuQVp0v71zegGLWdVhnG4NA6NA5UEKHzqqI9UNiHM1ZYAIgBR5LXk7JgAIJVaxPkCoi+Yn+BQEU1coGKwiAoGmkeN95/rVo6JcYb/v6w89dwaMuZW5MduiIiVBiBDIwEjhCJiQiJHVFkcnXSoWZuc3MAIpo2iyM0kwhDsExl2Vpu2shZhOLWauz7UkphZTMnzdWG515wnMOk5m0ZoUYi6qqqihdCr13UNdVGAbPrqrK5tgTUYzRe19VRd93vmAJav79kMYSXCbi6romP5ZVr+raOYfIAPDy9aWFsgyukEG1z549u4fVgIm4bZXzzN94EjKZShy8931IzEwASYSImq51bvTiiUoMfZRERJ4hDOHRo0cxxteXF4q0Wq0UXIh9jBFVHYHzrmAGkBT6MCRfFIicIYpgWivRi9ef+7JMQ9odmzDIt7/97a4bAKwx8+2Ys8x7n88fCh4cvK9Cow+//nA4YhCxDH0VDZDISiIWzpr9oXPkHU427Cg5AAButWwYtXAUmMIwtz/gHE4BCUPH5DZ7WW3VXNPVe4E7y5Ef22oY0YQsMVohov1up5Lqwld15RiK0qUJXZAkSFJiQGv8FlPf90PbITIB+rIoioIce1egY2toFqN0fX99c9O2fdd1fQyPzp/Q1A4+41dwgnjTLPhp85yjeMaTDwB3q+TJDDpZmdrgRuyziBRFcX56ZqsU+p6ICu9r9qoKEouyuHjxBTo+Pz1j7w5N27ZNTOn0bJtSlKHv+6ZPCVErx0Xp2q4TgRiHrmv6thmGwUpbPnn8eLmotQYA2EOfdTa5SyhfndV9+edfd8yNJGI2r4Mtt3FQKssSUHimPwMo4tiLGAHMl404etEIjErVFIPR4YbIjixfp6gLX3lf+d1uFw6hj2MVdHRTcIEAAeVNOQqqarodWMvrCemTUtqs196x954ZRUIKQ+nYuaIqnEjFpEVVFuLZQVl5Inrn2fuqoDF1YbA2iEEUQvrRjz8hK7JXFmVZni23RVGwd5afboZOBkGrasa9Caj5axARbrNe70cFw6xxbVbfVbUbBmOfqkogqqlvjyk4U5C8RyJkCBL6FGNK6dk7715IJOcZ4fL1ZVLdnp4VRXGz24XYyzCoikMUTcdjN8RwfdMjOfPpompZuLpyRAQpMgFOVnKMMYngXXT515Lyv3bpb2/cZrsw2kAcgVWOefSvAVkGj1oPbgBVIJx8gWjQqVG/Mb6Gs2AmTncBs3wnb6qIAOLN9bWoMiIxO2ZRTTH2oWMu4S7/t9ebm5vcAE6nUHgcC2fKEHrvnUoMARblwvzhoBQclGUp4J1H0yOfP38ORKhgfczVghJM7733QQIVEVG0v5pPfp5LFObtAGf1yXA2HL0ZB5mRQVmxtnuuVisD+wGA5xpRdzc3Yeg8offeO44x9l1rGK5lXf7Fn/9pUVSnjx83fd8dDtvzR31z/Bf/4l8g4vn56ZMnj+uyapvD/mbfHw9J4OTsKRCigmjAFFWTo9FHRipRYkyDpnAbC3uLP3L+UPPPv/z6rzse3setlwswoQO5C0QEUInRCG7y3E/8gKag6jg5yTbo+BuQ7I8wujMBmBgJmFQBHS9XK19XqtoOfej6JImZ0TGKmCZwb7r2Zr1e05Sebx+abnBsDtbE9ux06bgMsSWCrmsW9fr2JghEZh5JWdfI3hOjY4eEznvviXl3vUdruuqcNzSh+THwFo+MM5/8XIGeE2johzfOP2ulBhzL2kLb91FEVV+9epVCv92sQteXpe/apjsmkJhSAk0MkJgD8299/EHXDjEMqQ/b9fLdp0+/98Mf/vM//qd/7x/8B++///63v/3bDuD5zz8FleLkdLPddoNaLSqFSJIAxBEw4jAMrigOzQAA5s6L6Zaw/oqwTwBwXd9MHoYRcUzESEqeRx8nJFRUTaqoY7GXLAhuxfHoCoWEcOe0JRVWFAJUDVYosCxKrp1zNzc3hp/tY/DoybvSMSQBoDmaznbXjGjT/OxzM5h+5w++fX358i++8/9BHP/CBVsPFkAgJoWUJKFCwc45Vy8rs35EYEgphRbaHhE3mw0Q4pj1r0FSH4OqLuuKEHPGgf01Jx3MSRNmfngj4nvxp0mJ4gzeA4D9Z58BQAjhv//B9y6+ePnRxx9sV8tn775zut2ARO9ou1rVVdE2h+fPn7/47Pkn3//+fn9MwPVq++jZ++vV6Xq5+jt/6287pM8/f3E4HAhS2xyGvnEIN7udgGfvSl/UpSsLV5e+LkvvfdM0iNR3AbO5phGEsmT4KuzzjST1a2SfAOCuri4Rldk7R37svuUQtXR+atkhKpLZAQFC7nNvDigUAIvyTtoYmDIKpo2OvrrxYgRCIF2uF8gApPs9DcOQNDp2nnxId2BdOY6wWCxSSoYMtD1+/Pjxs2fPtuvVD77/F//1H1XDMAQI/dCt6zUBIgizt/4Nxr18wXVdt4MSW5MKBgAgNKWlaRol5KlztRvboqGEAQzYlBEwqiLC7rZ5a6ZdVKjLKhMizfCXZVmOGt5UQ8X6Zxo+Pze/qbyTFPc316+ON6Vzm/XSQ9TB73a7q1dfXL588fGH36g++IjLehA89OGHP/h+E1Jd12dnjw7t4fnzq8Lxsq7qapHCcDg0vlxESaEfmkNCiIzqiJjgyZMn1o0SEdNYtFUsTPpXh30CgBuGDlBAe0BBhYlTpqooiMbE09IXvmDHBRHBSI4MKKD23zdEwG6FBQGoaA5cA2iSmKQsy7qs6OTUs7OEGIlJ3FiRdL719j0iGoaBGUTi8bgfhsE5evr4EVnkOolHYPagYUhwbLvlCoBUJIlCTFHRapM5Igt6oahGFY0IkBh0bCQ1tiGFhInQRQS2zrBT1SpHIy699MXIC90dN9OrV69lbEVuo4/DmMq8WCy2J+vTzbaqqrr0haMhysuLCwBgQmY+OV2dnW5eff789c9/9O6Tx4hOetm9bhpi5+g3P37/937rN8tiU5TLl5eXP/r0+fWxxbJerreP33n32PXnJ+fl03cQVVJSCX7Jzjkhw1okSUFirxJJBUmPTb9cFkRu7MuEWjIXvhhStEj9v13jPQ93dn7S9+2iWsY4EJHzvL/eAWhRFCkFSbFrh649qiZIoKpJLVeu2mxWx2P7+PF5SpGZi6KcE+j4e6DOeQBRzT88NlQovT8cDimED957T6P2Tf/xxx9fX1+riPf+cNi9en05DP0QuhCCOcDHAvVKp6dnhafD/qasPKCQp2PbnW43gDDEXsAPylfHVkS2mxNiYgQlaPuEwJX3XJTdkEIEV9RBUhpC4Sn2fekZFZwruCyHkBRcvVkhJl8wI5GCYybAoe2a47Htbkyh9FVZFIUrvHNOmU8fPwlRmuP++Pr1i5evLy9fE+KyrkXEM778wpVFUdflcrncLFeuWipxBEUQIkihKzB96+N3MJyen6wKwsKRqvXc6QqVwlWA/P0ffnq53xP70/Olq2ouqyS6WayQicmjAjAYlIKI1IHilHuDarFQBAl92wXom0GSVswLxraPAELk0ui319nrwzdZvb6LTXlLvP6XJl9nNejGVxBVsoDEYlGJFDpi3hTAvPKI7InYJELXNT/7WfPixYu6rueZA7m5DjO5yZ1ERI5HroOIXdNu1xtdKQB45373d37ngw8++OM//uP/4r/4P282G++d87TdbtfrZV2XVeVU1TlYLmvv/WazrqqqLCtmlKHr+361WrX9kFICdGW9ene5ee+99ywD0wBsprO+ePEyqdTLNXCBXDiuq8L7Rb2uC6fJazKTKCqul2tX1MAWzmFGTCFKTBATxIgxMeAnP/nkk08+6YdhtVlvTk+WyyUV/uT8MTou2BVM52cnZcGoUJe+8FwwOc+OkJkdI4NA7AEM8CsEQiqssQBETDC0SgrqHHPhkICYkRA6kQFQidCX5J0rvPOeRNkXyETkCBgUGZHQAUNCUVJEHA0BFFBVEBBUReUE4FRRBckKTf/ljK/LYm+NJDNBRltEUJLOgWQ4Qm+AiEhBFbshlmWJCFVVLRZ113WXlxfvvvvOer1OU9+Fvu8Ph73luzh/2+fPsoUKXzHzMISUksWTYownJycnJyc3NzeWjOEcE4Mlrxn+9/Hjx3YG+r7//PPPETGE+Pz58589/8x7//SdZ0+fPrUSajlTZ7FYMPNnn32mQFbwcXfYt81+0ezBFcpFebhh5spRWtXPHp15TctF3TTNi5991oboi/rYDz/48Y+sbMZ6sVyvVpt6WfqqrorDTZdSYMblql6tF8yYUsAEX3z2qfd+VS8Wi2pV8pKX7KhwzEiFI++ZCVUVJEoKKYrDBYJ4RKfIAoTI6IicRB1AIEVfqAKBcoqY+thiCgrKDorClQUVJRWFqtCIwXaECEqEyMTIpGoVRVEJSEFIaFLkGFCHIQFHYEGXoCDkX3vnjq+rod67/q2tfEfI8OhbwUyg9k2jqsViYZU8vPeWNGeZ49mHQkT90M6R8/v9PsWdqj569PjVq1fr9frs7AwADoeDpXE1TVNVFVHlC6PpggjKsvzud7/bdd12e5pS6rtUlqWls73z7nve+48//hgmCNz19bWFQO0RLi4uzNgSEQBdLIqixKAiqYsBU9TUKcXDp9df9Mfdxx+8//TD93/zwye7Y3NxfXz+4md/8s/+u3q52q43q9VqWS/Wi2VdL0pfVFUFMnzwwXubky0z77tGBetF6Zu9pj40Qx/LsjSIlSuZ0tCBSRGiMSZOGoBYBZBZlBRQlYGZnMPaM6QYQhINFuAhFU0IA8kAkhiLgsAxOgSHkEAwAjrCCERTUhUhEhMDMaIqIQDwGPMnJkZJSkUkl5AHpEjsyIH+ejr44Fv8o2+j0bdd7xAZ8U6X+ol1OgBRiWZSqKKIAijR6ALsus7KYFtRxdXqtoJFmqq8mvPCvASr1WrMi+WCmbuuE0lmOnjPIfQisa5LS8cry9IiiFa7wux3VbX6ImVB6/UaAL33X7x4td/vt9vtMAynp6f2XStWCgBVVb3zzjvGwlNKj5+c3dx87grQIOyprokANQwOBxna/+f/4//2xfPnz9559/HjJ0/febbYnPU3x//g3/3b6EZnqcXLmLz3ru9aUWHmYehUtQ+99yUznJ8sQ9sOw+Chd6osxFJQSqKRhTAmY28AQoBI6JIQCpGyIVGVmL1DRwgpqYgkcICsSIhIvuzDEDGpA2UQTgkDCkZN3lRMmsX+OCF51ioBABApKiKgWNF6YgZ0SIUQJ2UBF2FAJFW6VwX8VyTTX4V9gtVmgplua8QJMFX1mPnA0CAdkqyxrqForSbRZrPZ7XZ4N5THzEhaFJauCqpqVebM9WNVW70vLH+DJkio1T8qirFEUFUVzFhV1cuXL0MINzc3IQRJdDgcEOnRo0d/+Id/uFwunzx5klJ69OiRtWGVqRxpduxbyaTNZlXXT+qFT+gAufB1GPrusC819OH429/8+FsfvPPu03ecK7o+dIcr7UNdL5IKxUAeHKISOgfeY1ktjm2bNKqE1WZ7Xp+Tc44gHK6UhBwyc8FABKRBk2CKApwkShyLLyCiUCRXKXq6jfYScUkOju1RBQEYwCs5JIdE5Beh70W9qCKUoAyJlZgUHRaExGggSSQGTx6IYxJWxAk1Dwq5SbiAjjmlxAlUgb4kaf1XJ805j/zq1+cKyzCxSZk7w63wDrEZYqCqvnAiUpTF8djvDzeIuD/cvHz1xfn5eSZlMHeNCiQ4HvtMuG4s4+iJqGuHqqr6vuv7zn7LEENWTHoYhqY97HY7AzlZQu1yuayqhaou6g0ReV/87u/+7nK1AXbtEIZhqNpujIgSD6lp+sFS7C3y6b0fhnhxcXl2vqkXq6Rp19xcvHx5/eoLSn13+WpT8HZ7XgD0x33oE6M/Xdal5z5ElcRJgRUTCEhEgBgVEiIRw3q9PD0/S6Dd8bDvutg3pi7HYP1xyDmXwuCc85bhhTSW0oUkCICiCIkgIUSi5JzzTKJQgs2cnI8CiAh+mW72GpUAKK0QmdA58apKVmKVR9ccITj1BAASgaKO0AkAMAy9qiiqEkQw3B2qQhL5+o2Mvg6N/hLXu2whyViTcjSbjBxh5KnZSFKz380/ysx1XVsJlHmRj/wGZt02ZgGYiIhVuQCAYRis14e5OauqevHixTAMVVUWpVuv14tFVRTOfqWu66KoVHW1PAkhMLvf/xt/nalMoOb3Xq/XFxcXVsTGOrNYVVX7bt/356frrrt++ujp2aN3ROH6ejcc2363c8IRXV0vUj9ct8f1ev340WnXp92xgxglDEmEEbz3wMTOsXftEIrCK2BKoe2Oq7D03hPqEMPQByvEgoiMVFa+qqoYY+lTXde1Y/SFRQSUyqO1biIQhEgUiSMTO7deP2HmoqqgrgBQQ5QESKU+v7ZsDUJlEI9aEAAqpECWqzKySgAKiOwhWbxEDXcOgKCEkCQlBYRIqIyJxoyXsY7Br51Gf+nrXVUuQKnrhu12u9/feO8dF13fqOoYLVJNEQSFABCRPataBpIgohX7CyFkQG7+pWkAgOQUmvxpkgDIhvlomqNzbNWEvvnNb56enpZl4TytVivvGVGtMFDXdcxjfiMRWXm97eYsgeaz9OTJE5nK5liBjf1+T1MzYGYObfRuwVQx8pOn28dn77x4/Omwu/phM4AMZVFulidDlKuro/P12dmTIcT1ukwCpp/4qhRKfXcsqvry+qqo6sVi4Zkc49C3i8XiZt80TWvtwduuKZ0/Pz8359qiKlWVQFbrLRQORMCXsOteXd1slqvIGBw2EqBevNpd82K5Wlbgqz4EVXTeJ9S23Se4Id6vl6th+OJsew7QE0OMw2q5uNldrxbb1WphmDrv/WZ90jVJBEQRmMCRIiaFkNKi9CKA0e8hds2Npm5RUrQuxm8KVeIDB2f+yxs/vUdncx3ya13vrEAU3rZq9CZkZz+v9240MtjZ+/wJ3D8Et/BCnGC8Xz65KQueACnGiKgGs8q/mFUZ84tZxHwuGuYR/PmsEBGBy7Ku/BKFuyGUlQfgRb2pkKOQd7UvPBJACoI4CGkvURIjSoIICIbpBlLUzckJl0VdL5nZEx92++PxWC3qP/zbf0cENpsNMV9dvlbV9WoFAJY1EEKfUlJXoPOQBMhFgKASQQOqICRm8AVV1er8nIiOYTi2rSguEL0v/KJYb9zrVy8dHxn04uLmeNg/enS2Wq2uLr9ouq5pP0spIcJqtULS588l9VQW66IoIsCQYlJxvuTCN23vfYmIBLEqqGBKMUpMyP5tNPdvZbjPP/+ciED1eDxeXFysViuNARE//PBDRHMz5c5aACMxWUaBoZ9INdkn0z2NbRoIAWGGHUE0BNAYfANAQLn9BwCzUoYTqSHinSY99iejxfEatd8CRFAFEUhJk4CoVZFHAlIgQEbkGBTBAfowDIjJOUdcKaWbY19s1lgumbkowK+JuFBHp6cn5B0iAqHzvlzUrvAAUFVVVCkXC4gphbDb7drjofRFuVg6X5IvQCWhiykeBysFVSTyASQIcCKXSBMAYQRVlKSSVBIieHZ1WeH6umksd4DLyiEKws1h1+4v2cdFrXUlKUSRvi7h5vqL/+q//Gfb9ep3/9rvPX32dLdrL68vrveUUrq+Pri06rsYY6SirJYr9q4fYtN373/wYV0vq6JGHaPzqgKaAL5eod2/7OHee+89IgrDwMyHw6Gu69Kt/Fji31ov3g5E1BnfhBkTze59uzL/lei+2m1qQ/5uvt7e04NhHDTT6L2fNl9Dnh5MoKGsW9/79a7pAQi4qBfEvgSUQaDr40ff+K2nj08fnZwwI5IrqiUWNSAACKACITCDY3AmWwRCYERwDM4zO726jm0PK4lBBBNJ3zRNNwRmViQk7EMUwH4IIQRyvnCMAFaVxUxpe3Xsq0XN3h12e4vJ5WhF3/e73eGkKtltHp8/W6/XKcRh6K4vL7/47IbfWz1955vf/L3fB4B+fxUlOe+7pl+Wi+Pu2PYd+WKxXLMr9s1xf2gub24cFwysQxSApJIAif2vUwN903i7qvDm4VJSIkJgFZw2HmOc8EqzpiT4QNx/lRmoKuQskRFbZER/JzUCIMdSb6k8a7FzsZ55Zz4VtzipB9gweJNfw6bjvAemlLRP0qbwW3/t9083C1hUoAqAQAUgT11QBawGjkocYgi9pFRVFaZEqpAUmCDJ0PeEuFwug+qhOTZdy97KN9dFUex2O3IeY0JRcp7YE6Jjj4gMSDC+enaVrzz56tR6YErftN4RE22Xi5o++OzTlz/7FFbV5tnHf6O7vn7x2U+Wyyd/89/5n33w8Uff/Ma/C6mKQ3No3OXNNXvXd8P5pi8rv14tm7774vJ10w3IriircrEEJRBSDgIUBcSCB78sWO4vabixSrLz3vuub9brdRqC1cC28ZDk5+bP/P38vxOtJ6vuADMd9B6R2RfH9zjvswEpJSJAVPO637nyTmYPPpT782nPFAZxjrq+ce2iGQYq6iGGpjsKYLmoI6IbBgFVcJF6QZeSLqo6RgFQ5xwR2BRFgV2hEiFFQARyhfcluXW1AEcaQte0w9DXZd33fRyCrsYKwBnSqhZtTAlVWYEAHCDB+IaJ1WMIQa3JrDI6qRyXy8L5enN2ruybfXM89kFpEHz+4lJd/a2bphIFIvALLYazJ08WCz7unvtSiRwBQDGkkAxgv287BOfIC3ngQtAFDbfC6C9tfG0O+sknn3jvQXSxWDTtoSgKjWONVlVFNDjmyKgQEXB0m9k/ez/50mj6HBBvq2rZL6l1EL7Pz+Qu6llnxJRp8Q4dz3mkqlqvopEFA6iC6FglC5AU1HLd7V8Cdczd8dhHHUT9Ig7D0A+Dd+jqMqYhSnKFR/YxaZ8kqV6+eJVSYofL5bIsC9EUk4DIzWHvEUhSSYTOD91gHBQUPGFV+KLkRbnYHQ+h73C1IERGsH+oAppEJIFAFExKAhDF/mkSAIh9jwAlk3OVIVhSSgr6jW+df/hbpyDYhs+0Co8/8l23/86P/jstfz8Wf+jW5wLappuXzc/ibld0bl25fggxtF2IvaI43w9x3zWKDMAClEATcBBOgAjq9A1ZyP8Wh/vX//o7RCQxnZ2deu+3m9NlXd71GU3gqzsc8+5/HnwyUhLeQq2+xL9wh2oxASYcy96OBa7mngFVVUigVpkNiMgypvIEsp5wTye24QoXNWLskJ1jiRiZtCoL51wz9ClFcB5Buq7ft0MSBcEUkghGnwhCjKEfOpChKgoqnHcOHQOCc+ycKxc1DO0giqiLsqqqYr9Pw9AxqJIQKztywr5wzJgUHbFYdRMRVAURjWpqf1XVICM6TmIAIOeYHEYWh9C2zRCbw/HQtm1RFKePV+pDgvZm93rQJKqe5XC8unp+9fH77y2q2hUekzRde2wb5LKqFwX7EFSihkFSMtQaFcySevj/x3hrT/l7r+5//B//T51zfdtY592iqqLokGKwxuRjpQYAewQFRmb2fR8QCZFDSIjY9/1ms1FVJGBHqhqDlYCzLEcz9tUSQlAtbTci6likznOMQ9d1zhFBJIioAURQC9Sp9/IY6VJEREmqoimkOIR+0LsBAqveLimBKo/lpQzdQ8zcdMfV9oP15iSBpqSrerG7+mJxutKUCucDYuwTMizLauHrkOT15U3oh7Zrh/3xdLNerZdVUXdBiSikmDAVSgsH4KRal+AQiEKM1XLRdV3q0uN3Hu92u2N3ZIeAJTEQxyEcPDhV3Tc7YvRlGZICOWQfRMkXfd+rsMakipawpSIGnXj9xc/Oz0+3ixMIuH68vbq6enlxcXb69Jsffev64vD4yaq7OTb98Hj9VBS0EB3ivr9aLBbeubLgISCCSGgVwRMPKUIcau8qx23fWZB+crzcw31mjC/A5NIBAHmLVUL0Zn40tqFRArz7asluev/VtU2POPRdU1ULq/1u+eNWo2+67W0DWVV66ByF3NI06SwLRwwd97ZD9NB8mT6Oqh7AkKl35Pvs1WCsAiiqdI89P1RA8zTH3A1MpKogBIQgoEE0qlqVFGRmUhQCAFqUxapeoGxYoXSudCyiSZgLVkQCAhRgUrZDryoSQrDyVQBkUFRfsHMuBMtQI5HYNAeF5LiavHV2wMwZXTjWoiiFx0ZsIqIaBZImQKWhC2W12m5Pdrvd8dislpv/wb/37z9+/PTJoyfbzel2fRpCCiEMIdRPfRt27MgqmTHj+emZ92XbdKoIygkjoSIIqjjziKi+0VH/axsZ4GxvftGr+6M/+iMAYII//MM/rKqCXem9R6rv3/ferzxw1IN1NFTIQLvs0Xzj1+9Sm9678/xPM//rG343K6l3/bVq/+yv03tRVSvKN9Xwsc+tcoQSm8PAKkokEVXA07NN4SoECM0xhZ5ZXemx0IgJDTknCWCqICKCzCLREp4METuEblNuAGAYgrnQU7J+ZW69XrfNVSbQnHrKDgEEybIPgBAgiYqK6KPzJ69ev1itt0nUPL6E8OTJO9YQYkpoBgCJaZhQ5J7QpRicK05PT4uiusLrEJIIRJ6pT2gR+b9CCihYl49hGGLoVdXgc0o6lZO1ieuc28/o5tb1AzmKk8TikKoa4yAiPDWkytcA6D0OB3fp8h7dP6Tm0TyaxoiBuOtMuHcwpv+K0ZTaho+PJ6ZvqJrLEkRSjBJVAKmuKoCoKofjdQoD8aYoKs8cQzAMjKoY8sPYz9g+xzlEHIbUdd0QOmtKNAyD9y7GaD6BsiwZ/dQ9+v4jhzAGk3PNb1s6ZrYoLiJKAsJxB58/f/7s2bOqKi4urpxzq9UKGXe7a+8LkaigROTHCsRAjAUWKenAw3hWzfYd0ym+xvi6VvmXmCJv/Nw9fvx4v99fX11YQTmLwufSHW+70UMCmv5/G2m0N1Na5m01h4dzekiId9/cI9pb0rSwu8Kt9zR7muDBrk8/JKpJJIqIeWhVk0KMKaQoimABQNWkKkjaDoeUUrM/HK5vSseLReGj9ilGSI48AqQYPVvrmbGeumnVRCDiUkoYERGty6rp60RkJaiiWJOnO901AVKMAyJamooFKFSTSELElxcXoFQv16B6ODREVDp/cXHx2Wef9X1PQM4Ts4XoYll5YGjbQE6rajGk2DQdYh9j9K4SkQlAIqqCdMej8ldkOEvZsaby5hgqy7Lr3ds46FxrnpPCWGKJbhtYjUlbM+Z3z6aGN52b+8Q4I9A3/jUTqH19TqAP7wyjpA9xKmJIVAAaJjp0fadAAOp9gZRQhQj64dg0TbM/MMJiuSgrpxpj6hMoOYSEIYTaufHsIUJKqpboozRVEBpZGt5hHylp0zT3oBn2TKqpKEpz/lqk1x4KUa2d+tB1NDYVrhLon//5n6eUDodDH9uy9My4213e7HebzUYQiKz0eDUcj23XICIoEoaURDWN/rccjxhLhH/V8XU54te9nqwfaE7lwSnB98un9ZBQbIdoakydG6a/8YsPZ/YWbndfPb03RCSlYP1x7J9xR9vjadFlggoIoIrGlEKSmCTq9CeF5As0vU00Zp01SWQHQzh2/R4pFiUhJYXEjCOGUlOSoKYRKYESSLAV6PomxN55MsDh1MkuFkVZ1wucWpnZyk0HWC3N2nlGawYAoiCAiqhWjv300aP1en15edm2rerYmO/73/+BJduUrnSOSlcUJbMDZuq6gdmXRZ1Sats2hgSKImL68bRHZmv+ZYc5f5nhrN+8FRGwp6W7vQnvjS/5U/aAWtcOq8xtqRpvFPFfMu5R50OazqQsIjBJwzmjfdvXTbinsTyEn2wC8UXtiy52STUBimgMISpKtfRDaI7HG5JwPBaqyTmHfmwpYYbXzBZMwMwOFZIBEY06bW0tO6osS+98CDGEWBYL1TBRJxIROwIQZg2hnSCCHtH8Bew8SwhVVR3bxnt/OByvr2/eee/d9Xq93x+ZWUAuLl+vVgvTMa5vLrtBT0/Ovfc3N83xeDQ2ZPWpJ43i1kXzV3C4w+FwdXW1XC67rjOhfDwerYeBiCYRgPFYw2RTz0nBbKAYo7GEmFK24gHmV84pbDT5DQNhwBQ708bCdWqvaBufy2+bOpvLNarqMAy+VlVBxNyt9Z4+eusfVVVNdV0OoeuG9uzsDECPxz2AxhhSbIvC4ZgfMhBhWfqk8Xjcb7ebyvt2d7i4eNW2i+12W3Dty6of2rqsVqsFBkDEsvKgCikCQG7+aTRBRN77d999V0SsOp896X5/PB6PIaSqKpxz1uI7xM66/zjzhKQIQM45RFJVLlhCODnZxBi7rl0s6qEPL1++3G63MUYCOjk5CaFvmqYoXdPsvF/Uda2qTdNY3z3LJUxTf3mYDnBKKXUds9MHPsRfYrxdlH+9693f//t/P4SAIE+fPvWeFZJndziGrziPvyS5kCkM7k59rk7k/8pkeeaQ/ZzF6t3oqIgZSaCquXSKlW826y5rsaIoKmVZhNiDdWituCi9iLRte7JYDTE0TUOA2CUmcs5BVQxDp0RW0Mbsa/t1N+mpRhMiooLOFd7HFAcAMsUjxiGmAZJO/ZDUSsmnlAys6Lgkz4VDZi5Ln1LpnFMZ2/QkSIfD4fr6UiSenG8fP358s++6vokphTiGr61nbkrJamABWGa5Y45Af1l58b/0cI8ePVosFjH0lpIGKG6xzC2E3zbeqEf+WsYbTxLOmmzMKU9VRaLVvAURwLFGn6oq6Bg0ROtigWPRnlxiScSAfMbyp0emW3eVgqo6dlZ10Xtf+TEI3IahH/phGJrDsS4rabrNYmnogRhj4pFzW1dva5NirAuUxkbL/SBiKcaOKE4HKhmSQVVMcowERApqNTVSd9wRIxLnqaaUuq47Oz3fbk8ZPAINQwyh9Ufn/VAUi2HoumF0IxJjTMFQ4RPQAgwmwMzILsY393P/tzVc0zTOuRSDFZAvSmepwF/ynTl9fF032K84dDYmFQpuldG7LHY+z3yEzEmZrKwh3Gmzjog01fqyX0M05CE69r7iyhdjO1PU4/FoRcTrsjIJDgAQo/c+abJ7WrM878cSYiICeqv2iKh3TOiyKuKcK0rnnFPQJCGmKCKOC2anCiqKSM3xwMxFWTvn2VQSGpWZtm0TpLIs33//fYAIrPv9vihd1w5EVFVlAh1b8Y4yBAEIFEENR2V1C/9qmUru1atXl5eXKQ7e+65rFFLXtIfjTc7SvDce8s759v/qQx+MN/oMYAquqirAXSjJjMXCXY4LAFVVeV8OQWOUlAZEHIahbbuiqJmZrDOBZl8VpRiZvasdxGSlK4jYO+xlNChjjAUREZWlB+cYgRUAkuUUqqpz3iqTqaqkJCJEjtkjCjMTJZhgOKa4pxRC7J2jlIKq4gge15QSoJSlV0js1PnCe1ZVJrJiGQCQUmL2la8UYtMdD4eDL5dI6r0DkHboh6Hr+4CIYw0OIES2ogeS8NeZ0/lrGu7DDz8MIcTQbzablELXN3VZLZvqy782Z1S/3gnN04kygd77MDNLmdoFvZFlZuQlzM5VDvNMhpdPSayvTb6nTUNUFYHZF4VjwNj2cRiyuQYSTfRfXV2dVsv9fu+ZgbFtDr2CeUCds6rKaiZg3/dDH1NKZVmbdLao2zwGZnZV0+7Ozk5iHFTR+wgsKaUQA4AWnNrmGFNaLvlwOLx+/bperYmoqqqqrJn8vr25umqG0Pahu77eLVYbVRXFGGPbtV3XhZAQxkgBIiIyAEoyFemvFloZrHADM6uYaHMllEVRNO2XTfQhE/01Tkgn2Y2Yk/TfEAiFGWBZxpg72VrPLkwAFhMCSwdXTQAEOiaEEDkrM3tbbNY5RLZfZ3JACJb6ntS+CABEDphT18QYV4vl5esLt143zeG0XkFKIjLEwa7MEXmr0hODmH+HyFVVJQJDH3S80nAiCKAh9k3TVFXRdg0Cee8d3za5izEejjvijsgdDvur6wtgV1XVfn/c7XZFVdzc7GMckKQoquVyOQwDgPQhtm3b9r25QEQSIqvgnGciMCKDyF8tPGhKyXsPan0HB+sD23Xd277wC8hx1jXS1Br7mKamA79w6AisG+kw88R74fWR4UESTaKKACKjC2w2SdWxvRpN/9wAvsdi0CqBc1gyV+Q78oX3K6tzBgAiMSoAEjKFQSSAiqYIiM6xZ1cgo0qDWm63T64u9+uTJ1fhNZRLAKqX2+F4bNu26wJAT+hS0pSwqhbOA/eqgOyKxXItGhWw66I9nPPofem4JCxB3eFw6PqjpyLU67IgBGIWzypKigIAXHguCmS/WC6fvPN0c7L2pRdIAokcInIIw36/r5aLZD2lDoeUkitKIo6aoiTRiOgApvbGpESU/mrZSOCsdSlocs6VpU8SNImVQFJVmhJ5EXFqFi0piQHqRKQoCu/LYYhWlxkRTa2ZcjoJEoDBMjKQEAEQFdHOxjAMrvBd17EnZFJkRTo07WazUeS2D3VdJ8UYogA13fXp6SkwhWE4P91cX1+vN5skSWJCh44LZhJVSQnZDW2/XK53rw7b7XkUIld9/nrHZdm87tmtWSsZKOx6TSdeYvuzi6okxtgPxyENVBA4BmEYXOkXEmIIgZFDigCwWK1evn6VVJqjfPHypml+tljU+9SElzcpiEMiBsThChpERHaEhUiXBEBIUfrh8uXr1wBJlWJfe+d8pcd2R+hj8Ker90teXd78eLWoltWGsez2ulhWvpDrm89X64qZu37YH5pysXz/o48F8NX1RbmpbrobtwAqtCwrFG2alAAvr26AaRiGPsQhBC/qygoZY9/tXx42i5O6qg43MabeeUIyEPCtsymLrIfJj+OgWxcefCVx+vVTPpxzoMl7TwSikZFi6rfbLSLO/apfrm7ObBFjdePzMJKijulyaEoPIaLCffNlJr5HzX1+gWl1Zgtb3Kvruvfe+0AVUVCBrPCl6Y4iklKHpOjw9OwkxBhSTFGXy6VTBsSUuA8pJlAtPAqqd+yamyuUvl44x+V+d2xDJHJlscBo/kIERlY/pNh1se8SMyOUKfLuGJqI3ntIsnClAJGiNZRSQFQPwKo01kVSEQPaYlIl5sL6qJCVEETv/MqHfrvehHgAACZCqhFIZFAIXaebzaoK3PVDc4xArqrKtu/2zf5yd1FWVNWF9xyj1NXynafPXl28ZqaiKjeOk4gSpqRDCPVy6TgURWG8UyClkGKMoG7uG8mb+1YCnS74WmT31Yfb7XYA4HNbC1JGcv6ttPjQeQ5vCc3DKK8VEEaX5Jgmb8g2VAAd1R3TFEejhwEFkBQsrR2SAKCKpCG4soz9YOWNumODiAgOgQkTEQCwCigYEN133XF/uAFAx1hU5bHtSlI87pZFLUxNHAJ4LjwDpqGriEtXYkTXKSiVWpL3WPGLw6uuiETkuEBH7IAHGcLxydOzvg/MqKoEWPmyLGpV1TBYz+SxBr6tD5rrShMogJKiKiIwABGh8SAmJxKs90NZlkV1stsHUGRmkJRiTNBb55+UUnvsmlYAK0AloqZp2rY/Hprjpk+gQx93ux0qI2JVVV0YjvumaRqBhI4ROaUEUSRBJx0DiYhzLiVBREkAGX4+7fiX8iYLjI/e5V/IIFHfQuhvg9v9wR/8Qd/33lFKiRl9wX3bTdXCNH/NFMJpogLAqgmR7xRonurb2ysAqUKUgPmE4e3Dmpd4zjtHnF5MgIKICsn+r6qiUQTa7qiq7HC9WCukGGLoetp4IFCQ6YQLwJi1BwCe+PX1tUVuy4JBY3+9X21csaoSI6Kwi30cmv7i4sXFo+06HPfPf/xJ3/TvP/vw6ZP3pCegqIreV86BSE9ERUmiMaa2adp+GLrmsKwWBDx04Xg8blYLhLG3l9U51EkK4pQhDQCWz8BAIEoeiMi5om13u90OQIgt03PM0o6hC7FH7gC1KNzh0GhKy7pqev30058+eedd6zRp4asQQtMdrq93mlBE3nn2NPbDYb8/Ng2S+qJg9qo6QCxcKSKS1KHzvtQ0MDprFpVpFO92c3wTXd0HPPwiK+XNf33bt9zhcDgcDt5R27aLRXX+6PR4PIbYPXr0yGIpEwTLAitqVahGmJaoKIhEhQm4paBA018FzSmNApZKoAwAggkAaGznOk5LRKJGkRjTACKECiIqEUERRJMSkiNmAs/cd03fd8vlakyHABZkAEVVEBIVVQxh8K48P3v86uUFivbNcbVahSEKFYFLZTdg6HBA0hZ3R7r4P/1f/vMnm5oltjf7d04fY/13N0+pqrcyRMCiKB0A7Judc66ulkDiC1qtq0W9aY9dXVWeGMljjSIRmBgQkBBAaUyeBAIZS7AoihJazIiSRibnyHt2x+Px9etXVpa1C0EUHZFI7Jq2H5qiCs5LHLrScbGph8CXV9ef/uST9fakKuu+C4vFarPe7vY3gdNqs2Xwx+PRejCXzhcnJ957QDQoz+nJyWqxliC7m6OygOH/URnfWtP4S6nuq1Hn16+q4/70T/+0bdvVst7v98+evXP+6NQ5l8SiHYIjgVoXchPLCKAyZdKIkGhKyahTRYUUrYojAIiIdz4XpISxDgiaSS4POGhKyZDkMPqbEtEY24gx1HVlqVg/+tEPLy8v/9bf+lvMGOMA6IBJFUFVVRQUAL0ru6477hvvy+32tCiKvu93u5vt2ZbKcmCNmJIGxUBFXCz5P/vf/KPDxevm6sohnSzONutHyZcdcLKIqVJMw2HfFKWz6rvDEGNIfZd+8MPv911aLbcfvPfxoyePB1VUFQQGUrLML7pFDGGkcQvZUjkQIgAayrnv2/3hBlBjGmIUZuedF0khNjF1HkRF9jd7EWoOqQuk6sqyXC0Wh92+qAsLjfZ933eD92Xp62EYnGOwpmdRJcQEGmOUpIy0Xiz7Lu71aIsfhuQ9AdzqWtMuSIYQfAlpflUy/boc9Mc//nFKabNefv755217/PCj90M/hGhd3YUALKUBEUVlquMlt4iKadyT19Pv4aiD2p/GJp6GGh7NKEEw5czGlG1ya0LhBOFTVeuX8OrVq5/97Gd/9+/+3a7r6nUEgtybQXU0Qr33fT+8fHmxqFYvPrvYbDYvXrxYLKsbt9/jEZSBSTByEk9a+/Ljj3632dyEd0Lh14jLtsU+eEyIsNM4SOIUKQRF1H6Qm/3h/fc+HIaEStYlzzta1uVyWff7RnH0agEwWCkEFAZVDKIDjMhRRfCIWDgkiBLAme2oCUD6ELwrPbJ31HUdUqpKcgQpDEy0u95fXjZFuakXZ2EYNImFD7pjc319vbvZ930gale1pKSLatm3HQiEIYgkAUUk51zftHgGqHCL3CX03qdgVTjvQC5/kdTOrr2voIm+LSXvLb/gvv3tb4tIVfpc6JWRaKwYZ/6h0eCmbHnDSJpzcsxUdedHFUVkspBAssZNiMCqmkCzr9huksZg4O0C4ZRHAVM9UbM9V6tV2x3POZFj54DI8uac8emuGzar09jjarn5r/7xf03s97vdP/wf/sOfPn9BJS6Xy+164R1h6Bz0Faaffv9HZyenm8VJsz/eHI+91urXFHlRVUOIkBi0QPEIPkU4HrrjsVPBk83pRx99VLuFcwUhvHr5GS2KBOrHYkHWTUpG3okDYg+YEB2iR1AGdI4AJUWwWLxzBBBFU1XVgAlAHXbeqfPEhIc+nW63YdCy3C5X569eH777b/7igw+/8fj8fEhhGGJ37EagZxCoYbVYGrTv/OSUvHOIfQwSkhKy+qpakPaefCSxXSDHEu8Y7HfZzVupc379W6/8pcZYfvF4EMvGMnZolY5xrAmaLXcA0MPhUJTeGnTYwS3L0tK4QggnJychBEOUjiDRqWEPIgIQAAJa10XmwvdNs6gXTdcS+5gUHVt0e7lcGml6763MCTMbYBSmLp3DMFSVZxd//sXPLl5fEbm6XhA6osKxPxy6jz78Rgjx5vII0SEVf/qvvvMP/sF/fPmie/bs2Zk/O3NlEYcKnRvSZz/+QfP8x5++eK6F//f/4X908vjJjbQvdtdnjz7QAWt/IgFUYLt51A3tzXVXFuu+S+fn5xcXl69evSqpuLi42N3c/OHf+dubaom+QOAhRRJgh4QB0tDFQ1mRDHvPqIJDj+vFNsYYYticnhTetW1blP79D97bN9er9RIAARJAOh6PP3v+E0nDyWblvf/+D34gQpvNk8uLa8SyLMvT01MVJGSDe66Xy108pCSlL8qyREmvr1/WZdF1nSN++frV+emZL4swDO3hKFHMG229K9q29xPEKQ+zkzKU8Z7BZCDdh3Ss82Zus6+8sZv1G6+3V2eZnKCJma1Ct1BORcgNnSwuLQBwdnYWUzjsj33fD32o6jKGVJR+uzl5ffHqeGhEEyFXVRVDAlQDlquqpVMCEiOowucvX9TVMoTguFBF54qyrBf1CogFNMakqDEmVwgjIxMCDTFo0teXFwC42qwPh+N+v0+fDz99/tOfP//seOxT1BBEhR2XJyeP/ukf//OCyxDSq5dX3/72tx8/frJerl6+fn29v/niZ9US9VHB750u4sVnz3/45z51n33/+zftsSj8x3/wN/n0UUhwef25NshYEFsFES5cyVQK6PGwd3wA5MePH29W68dPznbXN0/feRSZ0XtSx4DA4AgJQTX5EpYLrCv07EgpBFlW3PfpcOhRWxDvHa2X5XJZEkk/tI5KImKMzrmqKvum3e/3fRcW6029qE9Pzzabp0r13/gbf3B2+ggAqqoC0bZpYhyYaLmqVvUCAE7OtmHovGcDLJfOl0VRFYtIUvpi0MRISQ0P6kVAZKyjcI967umgEy2SpTvPJeo9orz3htkBACoo3nmFJLfvVYHGDH3Xtq2IIEjf9wDekILWVQOAcSRTq7ybAODi4qoonPdlXZcpWSUmHvrw8uXrly9f1PWSGUXg5uamaTqr3YCIOvUMtgIZirjZbAjDEEMfYhgSQGiOXdfFqlqwL4i9oLArXFEWXHDBnjw6XJQLYPjWb//Ok/31seleXrz+ax/+zocff/DO03e9LwmLYUipVwCWBE0zLKt134dPP/2UiD/84Nmhvbw4frKi8tn2G+3V1YvLbsWP+qtXAPDy5etFsY60+KM/+qc/+L/+l9fIf/Pv/Yd/7z/4+65vPQpyia5AqsEVgAzE5PzVzbEsSySnqtVyEVN3PO4vjw1yTcIpISo4EsQ2pd3HH594xw7bsnAgzASFa0Lfqh5TYsKKGReLsl4USNK2x81ymaIQITMXHo9xuLlqLi6vP/joY+RqCOrqJUD5O7/ze+v1WgT6ti3YnZ9smQkEmP2iqtu2rQp/stl67+ty0bSH1A/LalkUhV+Wy8VCU4uTzZpUEVghvlFMz7ng/IKiKABwboTA3bTve47zNCEj7r2SY50qguRXyDlJhNq2rdWRs1+6uLgAiNlIyhxUVZtGhyESQYxSVcX19c45uri4Oh7bslw6xylFEWH2y2VtLYtc4R0XY2X7wjtXNE3jvW/adrs9MVfIYrFcrTff+OZvbrYrRieQlvXKl46AXcHHfeOYq+Wq7Zuzx0/WZydXF9dJ8PnzzxRlUS0X9aaqFioEiQBQBReL1c3VdYzyx//0v/lX/+pfXV9f/rf//P/+4vjq7/57f+d/9A//w3C9+/lffO+TF58//+6/wW4f97skQ4fw0y++uGoFTrcffPT+t377o+7iJ06GpBBEk0pUSeBFeLlcH4/HGFPXhePhsFpWMaWrm8sorIwkpUQlBeWoekzpuu81JVZpQkQWBmFNQ4y9pCZF72gAVGIgFvupEZuCYuUHy6JYFNCW0fmafdX2AYBEdLXeRtEY4+Mnpx9//PFf++3fBtAh9mmI9WItKRK7uq6rsgaAFLv22BjG6njoF2XdHHsAApWUEpBqSgi3GR9zQpSpPuuc4BAhxjhGXu4SaO4GfZ+PkhMcsRnzV4TZe9H83o02OM68CaKI2HUdQGREAPMugcXii6JCRCZ1nlLUsvJ1tWSH3/j4Ny4uX1XlIqZBpfcFI/BiWZ2dn+MIYkfLIgzdgBDZOzFfp0BMmgSQXFFUrqyQPQIjEpILSTUGkrRYrpVUgQ5Nt1lutqfn3tW/9du/dfZoay3CVHHoFREconMuDmG/u5A0bDfLjz86//a3/yc3N9cffPxbzy8O733wzQ+f/fXvX/7Zz6+CG6CvT86fPNZul6R5tPSLbzxePH1anJ5++9/5neXqcFYJ/f8o+7MmybIkTQxT1bPde233LZaMyMzKrKyll+mpnq1nhgMCIEZIACIQkH+KL3wh+AP4RBEIBYQIX/jAAYUghtMAZtjTXTPd07VkZWZExubhm213O+eoKh+OmYdnVjUFvFJlaW7hbu52r15dP/0+TjljYj8yJQ1Zpqq1gk8B6jqIwNgnH0IzDaqa1aLxkL0IGFRDrBxjJkudQaO4RVUEtMY7S96OiD3ZZCxYBNCkmqylqnJy0EwzxjjnzWTSzKqz0/NnfjatpgvCAGDHmMnYFDMiKstuu766uSSQbt/mnE8WJ2hszDwmDm5bh2oYBkcm5TGlZMkri6R8b3laumP6wTR/+xGPxwM3+TusEwDuK62HNqpYhihQCv2Hj5lFoTATHn5ZeW6P1vOhYVSi/Gq1QuRjkaRHsIjZbdvpbLZYLB89uqiqumnqx48+AtDFYmmMaZqJCItoVYW+H1KK221bdKnpoKpIhGSMq5sGAEQg+DpliTEa45yvjHVknDXOejufLYwzIOArH4eIBqtQz4XrUDsfmqlpJvNJc+LdcR8VDCIaQEBxk8m7y1fPP350e/ceTfeT3/vsF3+9+ft/57P5L79yocX0+kefTz/56H82renu/Sse1tNKKiehwrZvR+VdHCG8HtdfbXffEjLDBGDJeKZ0KgiKpErOhipMY4yqOVQTwCQiJAiIQGoBDRpjsqgYTERsDSn0oCOAc8TeV9ZmZ3NwEDxZR0RgLHhyrvIEQTIC9SJQNJ8CWDTNvh96NctZBYBoDmh8a/1yuZTM/b5dzJuT5bxvuxSHoY8YKhXs48gpt9vdbDYzRCoY4yiARWSarC3lKSJqYtAPRnn/5N5OHlYzAJTykaDlf5qBCv1uJjuDKFC0pcFYKq8roi3meITb5bJCedSJ+1AkFQ8KwCFUzHJ7u04p1fXk4uKMyE4m9fn5o4uLi9XqdL/fdt2wWMwKvgnQKHCBQnbjMI5jzlkV922LiOOQUsV9P3Zdt15v1+ttP0RWAUHjKCUhiwQm1F4ZyCKA8VUFaHZti0p3tzvQgGCIyHnjfCBC5ZRyLzxMZ6FuzCTRj370vKry02fzKlz98Q93m7tf3H37LzNokry2ktM+DuueM/ebcb+d1JX3fjKZ7q6GPvYYVEwAWiKNaq2CV2wUGuZE1iWRcWBAw2py7JlzqBtEg2qAqOjGchkgcAdAiD3gQGrJKGBNGskoEpcte2PIWsIjdQKiKdDVPMbNZgNjzGqlacTsDTWrlKypGRAViGgYht1uN4zzi7AKxu7uNu12t+tGtb6ZzAwBANze3gozCgHhZDKTlDnne2M6rHr+Fnbn3vLuv3zQ+cZ9OxzH8b8j4/zeKwrg6obpdxRJzlhFIEAgvH9UBJuzlH6QgKIhJCJLxlGWhCoZivaoqjICgJIxJVgn5nR5efny5Te/+MUvCPT3fvr7SMCR//RP//TP/uzPQgiPHj169OjR8uS0ruvlcrk8PTk9PT05OVkul1VdP3/6EVqTcz47vdjv9/uuffTo8fv3lyCqym3bxzgURa+cM4IzBjNz14+z2QyJnIWzs4vHjx8/Wl3EYdN278Zx3Q9iLIHEnLqY9otZ9S//9P92spo+e+xffvvzR2enf/Wv/6sG3hvZi7P1dNL2u323Wywn1jJLnMww2H4xgc36HY9NpbI8nfeKyQhQz9iJpKyQBVWFDBiLeYx939eN8d6j1s7KGFkhoQApqSWQxCnFGEHVAJYJvFFjjAFEAEJlyayUQZnIOKoAHAOAMGf2Xsl646fG1kMrfRpXJ4/aMRlyAGTIUJngqU4ms1A3dTX1vuEUh5jI+fPz+dXNej6bzWazaTPhyIUwGhGRHBiL5IkMoFHBrDnHVFmHh6gNWFibAEEZgI1k4BFygjhiSshZRE4nS1EQVAE9SDQV9sBcCIsJAUkJi4YJ0na9V7IAoAiqpFj8H0bm0iC/j7Tlray1LsbkHKExYx6HNA7jngINsQvBqcgY87RuUB2KgqEhjig8nU67rq0bj4hNZVIcmspwHMOkMnm4fftWGb76628UID+oy8rhHFiHZ2cXoa5OTk5Ozx/N5/P5fH5x8fj84tHTp898XX3ybDaZ1lVVOeesLRyJwioFZde27W63adv+1//ur/7Zz//L5aL9x//+sl3/IqdkUXLqQUdr8vWdLK2Hne7acWUzb3FesYeEwAokcTe3MF0QaAssBJIGQIBt19kQIoD1th8To0OO7FsFAv4I1VtoGGtW5dg7U3lngGMeRkkI6MFqyuyMR6UUk/HWUA1CmsCZmnkUsUA+RQdiAZwHndgpqEDOgRqCGcCcwCCRuqjISSFrqGcXs4Ubet518eLsSXC1ZkanIbjtdvv40RMkG/y0j3i3HeeTZr56rDkZY+p6QUSQeLvZzefLnNg33jk3RnFV7aoM5q5szyFqqcyElY4sJ4Qiwsqx9jjsb5rc/1//T//HHyxmfmiHm8vVYsG+TkRigRwFZ2sfgqusDeQaY4IzlTfOk7eWTHDswlmzGtQoEjpnrC83OhgTs/TjMF+scs7d0LvjMq1d320VWMnlnMkGV9kxw3azPTs7UWARthYQhFPKWVzR1UIYh1Z4zDFWVXBOnfGaelKZ1vbJxclPPnturY1DZAU0QQEl85jiMPRDHEWEQd+9vBSAb/CFAPCxcDQI+ficgJq6Wi6Xi9PFZDJ59OgipdQN/X6/3++3+/2+73sY+0e1/8PfC8+f/ShM3gfngzNC0VIW3oESaA0ASAMgHzngCaBUzKBQagKED8QaBICMiAhc+oFKCEwwAvaiZWvHARIZkXtKI2FQJvFKRjUrkB6UoY9sfoLHjRELKgBWwIo6UEQQA0YBDRKhI60AgqoogqCAZiCcrc5C1VhAzrj76t04JM2qqpkzgsYY37x588WPfrg6uXj+7HldBeXIAmSsta6eVAapLLynzFkFyRrjyGXrvTEG0ZQJnzXGqqEsqsACDKyqIBnTYNMA+2Habq5/+W8Wb1/jmzh3/Eii62+3UY0x4kSMgmor0rKymm4EAE/gDNjCPMoOmaxbrBIYIUPGqXFqrJBVYxcnp0OK/em5EopI0SY21trVyYI5J0kxRsmVZmiqSbvba+asrJJr70FGZ9GgWCeZAa2JQ2cNjUNHmvrdWjKrPOWUUw4sI2AGBIWsosF5a5yrAtBUpMjRi6rWP5pklZxzTIVojlJKMeYxMTPHGEttvnl/uX7/RhX+dcGrFJkBC96X5ku4u2mZ7WI5mywSp5zHYRxHpuytAQRQg3iwRkRzyJZ+NyTxAKkGLJjFA84D0dz3XQ4ZmIqgwBH0ocCFuxBQVAGFQQVVCEE0gybEXFrIhYDToBpQACEoe8+kaMgaMtaYD2NGVrZoM4/COp8tpW4kJkOh66mqZxcXj0PTjDESmUJLZoyZTCZ1VZdk0lmySIg6xh4ADmtYgAKokFXHqpkSkQKrsgKJZCJjiRyQgnQkGTmDQo5eR5d7ffduePn15l/+q98HO5Ho2s7I0Lb9o+ZMCDkqmMKIIcyahZ/PVqIWxAgDKTJoFiXp44tvDYoSMRKQFyJFJ0Q3d5v9MOjypDACdJMJlA3H169f5pzJUdfvZ2lydXXdTAIwcBJnMeccebzbbVfLOYnsu+yraWWbyONsPk8mW0dVsEkTobBGldFgtk5DIGe9IzfsI7GiEhAZABRRBQEddrdIFlRJIDhXVQ0WJFguMy1boHTjOHZdF9MYfBUlpWHsxiENY+Qs+24ACAa8s8YcxJJzzgbQe486wEG8CwEMEhzX5f7/3gj7Xo9aRBiYDOr9Dup9/QCqwKAZgARQYVTNokk1lxuA7qkiUQFz0RYjsoSFL+hQICNAafAVSaDppFZyXWrJhrPzR8aH0DQpp1evXg3jWNd12fgD4XHsJEdrYNbUiDgOwwEzr8pS0PlWAGKWrt+TcYkTgJRAXjjXbEIRYZJIkjWjDMQDpO7Zav6r//Gt22xOrKy8G0YmA9PFLCfMokkSsygKGfDeAprU7USQhVRAqYiBgtVxFYZAQmSTataIxgpaVrh4VO9arhqNMY7jWJEwMzHZP/mHf5eZV6sVIk4mk5OTpYJIHBGgqaoudpv19cuvfvXx86ck6e5uA1DV9aTrusePL5pJFYJrAmQka7JQtsQhYBXQWknKBunx+bzctkBYLgOiEYQY473XFBGUsdAyIw9S+PGN8d5Panc+XQHAft8JWjNtlNAiFcwlErx4+euqtqoc45BzQkRjrXOUYzwyEQCihaKWDqT3ok3H46jwWzinoaAFAFCQ7uXIHzbjmJmBQUAQRLNIFswiWRgVDYigZi3YQo0ISSEpsH54H0RSJEFgAARDgKRESgZQ4YjDL80qAkI0hhx6X2Uy5E4vZmNMANj1Qz8M97i4Y+OFRRgMlsIEQIxBsAZUJQuRMdYDqGK+uroKVSMiIQS0xjrKOUvWMbOIDJBHzEkT5kH7IXS7/+af/4ubn/9//s7Fyfbti6mv2EDU5Lzdac5kBSCjZlJBUWQACI2XrFk0A6ohIRQCI6kb2tqSIRlFWFTJKtisWjnd4lAbl2xiiTlYESFS+7d/9odt206aKTOr4m63E0677f5kOUUVBDHK27v3/cojpK7brG+TCm1367ev5x9//Mw6quuAKi+++WXXdRdnjzbbK8AUKq+QQUYQklxo/uCwOGEI0cwm05SSNzipPCJmEUtkbRgHG2MchyHnUeI4RlBBZj6SnSCACieOPDKL5CfnZyeLpq68GmtUOWVOcRwOl1tVAQ0IgkFQW4Ld37RW+zfhcH7Lg2bWBEyCQCjMjMjMXECIqEk5ogFF1IPvZAEGtaAkSKVZe7g1UAANoNGjd7/vh7OIISAiQw6YwNjQ+JIp55zb7i7GOJvNREQQlCAOvQJX3kfNse/HoXXWssi+21sfVDXGqIrWBQZNiYfYoyFVdt4a540xIqKUyVllNsoWABkLrDcR8MT/5N/7hz/7o5/+9/+X//OVtHaykugNUh+ZEK2trKNsNEPOminnoCqSICZVSdaoJRXIEgMGcoGsx5RVBI1DNJQFsEaTCYM1Fr2twrRMjuw47Me+V5ZxjE09JcDV6owACHKOEUFWy6l3mFPnrMwmXiK2+2RQ2t2dwSfdfrtaPM1Rvvn6y9vb25vzy81610z8Dz57jmhI+PFilYa+bfu+78chxphj4pzHnGW/34nIfL6sqiomER6NCQC9c+its7a21otIjHkcR3MUG1FVRRVURmWg9fZ2u0u73caEFgUJyoK5iuZDyqqISCoAagQFge4t8bgJTQBwhKdC6cFgITz8Xp/5vguoggKCwpxEWJCljLJF0JbtuJJ0ZoUDlLskzwhWACxYRAYgFURjhZyqYaEs+Uj4gYjIh8QAd7t9XdfO+H3bb7u+H4dxiKpqvIsxIkLTNIvFwlqKcRzHPo5d33XeGTQ05BQMAcAQxxgjGqeKKTGLEo3DMI5j70TEmALQIUdi0IkzikRWyYKxVLk/+E/+V2cT/357/eeN7a/7GlKN5lTtE1tXUXGUDAJOibAmWyutFKCXMcakOnqAjMqQ2SeytZkaDRRTzGKdRzQxcYVTHajGWjLnnCtpUh5V1RJo3TjvQs7ZecNscs43V1effPxUuSeF5XxuLXX9zkCsQpPiMA695JRyT6jdfi+c+qF99Oh8t9vs99u79TWCY86IktO46zXHIeYxaQYjFNSSoMU/+IOfXF5eDsOwWCycczc3V5tNmzUBZWVAY8lRVaFzjSowM+QP4y6QIzoBgZwsl9PJtGEwHA+cdGgMKCmURjCVpZMj3u97i9/00HcKwnf5X4qkyfe5oUWk9Ka17EtBFskqhaYeQBQOWy7MwAZAgASsqgMICFbUgGYgK4iiTsABGIHjjiEAABjEMTMhc8q3d3dNNwZX3dytR86+CtYZzgIsMY6LxeLHX3z+0dPHVVW1bTv0e28phOCdUZR2HIqs1JhjPw6Io4qJOVkTAPquG3a7nffJWssKxpiojABGwBBZIkNWnWOo3+xvoZle3l599p/9r5fW5N2mvXo/24+T93fubtve7Xa73S4NZKGx6BEhJiujCmJZ+0cyQIy0zoJiSS2KGDbGeEVDki04ozaAZ2SLJpCzCKJih65t+yHG23FIL795aYwzgPt28+knH5Vlv/1+/8UXX7x585UweF+hiazSj8NkWl3f3kxm08vLy7qu9/sWAArifRz4xYsXP/vZH3/z1S/PL+pM0u73u6ELNiTVLg4p5mrm5Dq1afPJxUf7/bZakJ1McoI8ErNyzDnnPrUj95acMQ4MEpFBh4gkH7Riz9zZtEFUSDkpo30wUwUwCrbklIgIhfIADRwTSgBQwQLxNsYeULsH3D/qAQ0PwiAiQKBHGQ1jjEgWFCU5dpVVlEUwd9FXTlWHYbTEiJhZRO2YDZipCDmjoDrGbtbU1tKu1Yv5ans3sOJydVrXNahu99tx7AGzISwErre6ntbz8gfUdfDeNSezcRzbbv/+3btCpLXdblezmbXWGHTOxrFPOfsqxJyZD5lDyhlKdWxs2fEvVZQxxqFJwgVWh6giOkqpCFUQc726ZpdPnl988lNKeeqcdP3TSTUNIH/5b/+L/+3/7kc//PHpx4+/+ubLq/ZuHfskXKkoMlV28JRUHYLxJjFbl8EbgZyAR02IBhwN2N3215OTSkXWN9fUrNBCyqO9u7nLws6GyWQym80LjXQ/7FMaSRWtc66eTVdNPb+5erPevNrtpQrz+ZLG2N+ut4o4bWpAk7IY60VT1/acGAC7bhCkPo5ZUzWftmnsc9put5x1HNOb6zemNthB1L7ndtPdAUiM+WTxFNQAC7OmyDGmNMYhjo4cCBURMEJDiEQWkZxYY8A5JxCysCm7yiIPMY2C94sG3/Wg+qFmEjzwkBSmnYPLLLRvv2NJ4YNe4JFuHI4jZaN6kBxVECcGIICpjZmxNMooqM6gMSQaVI2vFzkTWrc6OeNM2+12TCnlcdeuVcVZUtVQ+SrUk2qWs8znU1e5cRzJmLFnVSYqmDcVkSRcGKctlGpFJUlGlcwpF6g9AAgoMQkoPQR/qCqKcopgSIqsNRI554K3Lux3O9J67OLVGCFDXDUCgcA+r+FPr96f/v1//Cf/8X96E/fywx8MN5f/8r/+r2ZVnRENIKr2IKwkCo5FgBmiEVLIDFkUSa2SYRmQctYBVAGYZSAigWg/evxR5GyNV4SUCuvx2LY7wsqSsAKhrabLk7OP2m5c796NCZtpyMPw/nrddkOomqqZdDEr2sQQMwI56/xuv7+6XtfNLCntxmRN6EVBKDKGqt4P6/e3d0+ePErXshta1gzEZCB2/eXNW0PBOW+tNd56530dRDT2EQQ1iwhyaVHSgatI2ZYQboyhQozwsOD5fteT4MCHo4BUdrgEgQQAUJG0dEJL5qqqBw1Iut+zOZojAEAx0xLoAS2CTSOTMc4HsgSYWaUf8r7lx48nMVWghIQGURjXm2G7i2F6utl2AGa+OunatO+6mLOxWlchpd4Hcs45G6bTZfDN2PWhcmgMKrOKaM5pzDmLZFYdx7E1xDl6S5aQmRWxSKkqIBpCY+lQhBVxMMQiTqJY5pQgOAtVNw4dRwjWNrUi9t2Y3q9rNafu9HEzReOuNutxLde7/U2jzz7//Utq+OzZG/YvNuPJ+Sef/fAL2ezGf/6njVgCAyKqRpVILAGRCqZEZK2AF80iWMadLB4AU0IQB4x5JGOIs7XkVNEaI2UhGBVJsMidAg5jjJG9C6uz50Ah1OdtH633YEMUXC7ni9PTdujv1leL6exu3RnjgmvImf37u5vb/WefP3cV8b4VpmGA4CpfQVU1su7W6+7Z8zpl2LeDITA+EAmDOouiMqRR40CKCIbAINq6bjSrGMyZNXNmVY6oNPbjOErOogpUeoxQmEvy0TUehJRKSUQA32s0/U2kUXqUXNPvHvevHHtQpYWoqkqIznkiJwxZQKEkwN77ucCk7a1Dw0nE4H6HN7f79W48uTgx3bqqpsKoqsaaZlJ5T3VjU65LSxgAK+8A1Doc+r33ViU7652hYyOqDIqk7fs0js6S99YgkrWiLKCsUqgiiA5LbZzLChchFLQFln3GbrOrJk21mLWS7rptSmkRpk8vzk+xlnX36jev0LpOoTo7mU8XF5+c//Lt+5PPf9zTzcvrfWenwMbs00/+6O//xf/rf7DgLFoBBgBCY9FaRRSDYpANgRICQAZBorKv4pnVIFrrWaDQLtk05sRRMgNhzrmAvqwjRECizJTHpOCnk+nJ2dRXF8vTEyWMQwcg00m93+9+8+svuyiRoZmdzCfzzXo9DExU9wO/v9quuAGdIDhLC1APauJIIM31Vdu3MqlW3tRj7OKoqKxiEFFAFBAOFDoqKogyjiMpoVpERLJH8QLQg5ego9ZyCVi/3TKS4xwK9KBJd3CkRz9btBEREQurMQB+t2D6YLiHR4J7WXERRjCI6MMks8bUjTkai9Nps1idF8HzIdLIOaehdphTNQ4B0Y0jImfRoe/S2MdHjyar1QKQkRIaIkLmOA4ppeRsnYbRISADCTsUb9E765zzlfOuambTlBIPg7JAZmNMQIopZhVm5lyauApc1nINfaBVOkQMBKibJubcbe7Y4bQOYTmfo6sZ0u3Nb/7tX//1z//6ydNnZ59+MquJJ3a5aG7j8Pyzn7zdfPXVL7+SWdXlHGb0xfwkJyVRqxilbIMoKgqjgs3qLQQlVGLhiGCQXFSlMBmFvHXqMUlGdExgg68gAgAwZ8kxAbJKHwdXWSKLEMhQZuoGIvBqputdVFJRsdbwPl5drfuYl8uL1XK+mM4Ws+V/9//8b6+v39TVPCf6i3/91yens+cff+QsWJozqze+67rl9Pzq6v3ddTufnS8m1WX7ikcdY/QmtPuerLHWO2OtdSAoDMq63q0temeCI0dorSFFiwaIwXtnjdfjtpcU3ocHLB6AKocvBQS/70IfmN3hyZHyWMqI8LfMXR8msqgiXNwtIm63PToXqkkzn4XK1XVV17VzDhXTMHKMfTtQ45q6WSz942aySxxZc4K27fu2Pz8/d87FFIWjQkbEnOMwjl7EWmsdBDIIIBxT1BQHSdGGylfNyerMBt+2bdFXyaAgmAGBLGlWQSVGNKCiUpa88RDZFUWUSAEADTnv88hWi6K4S0P7+t3l9u2Vbjsd8pPPT3/8+59DVd917969317Hy8c/+kE1Pf1H/+jjv/93/72905h2C+yu/vl/E2NmVgFhSCMbJBOFSx16iDZkyy8VBELIOVdNk1IiR2TNOEZDmlltt+siR+sMGjDGWG+BIEkUkZQFkcgGUYyJlDUxhdoBgcYxMmcV8vXF0+eL2bx2Pjh/ulxNZqsUX/uJV6Hbm11KenH68fvNrXdVCOFkudzefjuZTecTefGbN+cXJxKn3T5W9bTbD652dV1GKSQpdzlxkhxZExB6hkxMgGqMGrSEBhWIjphrQRX4m7kt5UMeeeCIhKPV/m62IC3g7zIu/26Ih0MCgMdtLb0vlUJdh3oyX0yaabCWCpNMYqpcJYDeN8JmMm2W80lT7Zeny9c3t9frjbCIQhZOnAuU0RrJnKJwTDHn6JwzhgwR5AwqwBmMkZRjjIJkEcudKYBoCBRFcmLFzFUdmC2hGCMqwMSZRLNoPmByRA6KDmQMEr7f3p2eLE8mq93d7Yt/+1eXb74FznVTQZDT5+ehrsaVvLt+sd7t98NoeuvuZqlliqM3fuMELX/80aNftbvEzMCCklASARjNRkFYIQEzABEIYFYYypZe5t6aMMRO1FtjWTtRVsjWBqusxhglSTkmThy5bdvpdMopgaJzwaIpeZy1duwHX1kEUEEiTxj3bdu37z+6eHz59p1mLkvGnDg09dnJo/l83tSLX/3yRVNPLk7P6jDv99HAsJqd/MXP/+zy7funH50HTz/47JmmXUQachTNwIAKlmywzWxSWeP7flQhzSqKEjmjGmQDmHPO2WWOWbKIWCIgA8T6wQSPWNrjK/A385UqcJndF5tGQC1AkAN2pMwngcr2iR7fSlG1wD7wiy8+y0AKWSQPYycIzgbnTEojgEymdV3Tcj6ZTCuATKGyxo9DkpyNJWtNYQ0iAznnMY45p2EYxjGS0mgDiFYGHBly1ld1CCOR5SwKcbPZ2ODLIAQNiQCzUC4a6kmgRFksQudZC76dMkgGFDUEqECG9PMfPH33+ptf/sU3dzfXDmkxmTdNBQ63YztYutqubepVYPX4InQDALx8+fJv/f4FW6u+Wszq9fW3w+3d5t17MCqIYvHAOWmIrQHFxAwqrBnBKrBIBiDQpBIBsuYEbMGKHlScxGabsiZBVmFWsWCIyBuPoo7IoAXlQpZOAARaOYj9PoRqs983i7OobjE7ub1+J5oXixkSsxRpa3e6Onv7+n1dTbe7br3ZkrFPnz97+fpV23dNU6nipJkbQpD67OTiv/tv/+wP//APr66vP/vp37q8vDyZL+Ku05THfgCprrebmPPnX/ywbfu2bTfb9dnqZLvZnCwXadh3fSdwbgP1XZYsxhggFEmAR8QRFGMSQQJFARVV+RC4C7yuLCqU/FUQEBQE2FqbmBGc81XOwtILc3DBWCOQUDNzMlgzh92+XSzD68sXi9VyOp10fZdyujg7nUwm2+02QW8wd0M7n02MMykOFPJ+f2O9ISJWZU4xdcO4j3EwKN7WQ9enkZ0JYVqLyNh3k2mtxgwioyiyJKacFIBVsd1uPnr+kQZ3OXSE9uLiERk/xo7CMO7jbmw5q3UVkE8EI7CxPsecMwhAqKuzs3NSuH739V/8i//31dtvONN89Wg2Pz29+OjTH35x8fSjN+/fjJLX2+3l5dXNze37Vx0IZupyTa/ev8ZnnwWXfdzOvalilPfvq9r0fYw6gMPgXBbsQY0x1lYZuEtcGTbWVxXEmGMfZ81s7HNwDQjlESdhwZlJjM3AGdgemikKAKhQaP4QgEBUlYD1gERTFDXAJGIBQQREUkx9Nzpjx5y8dU+fPv7NL74U1rHr8xhPT0+7YWyaKSo0TTObNCGEpmnqum6aJsU4my2GXjg55RBHkhyGDlvl/XqAYeSYUoNjLxm13Y9Kph2jIvRxLPIrOUdmFckEpblOx+QKHrrOezM9bLH8zjrqw/KNqJbpEYlkAFAxOTLHUfIYhzGm1gbImEyScRy9cZzJULDWPnn2qBuGlMfptBn7Yb2+TWPXNBUKMKk1amwGTAyiyog2J7ZEFJxzyLkxhLEfMsezkxWi44wMbEnRorc2hMAixnknQiaQGb2vAIiBp9OpqhLRarXMgvtdh5Sms2a/3RsI8yok1iycUkZmT8J5B5JnwdeLYCGl/dcvv/nqV3/180czo3F/fvr82Q8+UTtro3z54vWbu/35o4vJtFqdffT84y+GNvX7rt112661Mzt/cu5mE2XAIdshwu5uvLxq7+7O52Zaz8bY5j4F8sqQx0hOkdQKwsGTsiYWFePIqCAYUiBBRUBFgO9TmeF3we+/g8nkqDAJhAem0wJxZ+bdbjcJvqqa3W7nXU1Es9lssVi8e/dLb83Yd96aEILkZAmcc01d71M+Wa7ev3tHIM6gKtd1jUcVOYgRWCRlAgSW3W53cn4yjr23tghkxRhzlpyVmfEgKlcYjoodEvxWk/3QPNLvGqiW+7MwnOmDJ5pyRAuoqKrOufl8GcJCZJIxOW+t00fWzydnJ6tzMrA8WfqqUr1VFgI0gNv9Pg+DsycgaoiCdd7aAv7z3pCtbm7vQBREQZUAD4qaHMc0YREFQkIgg4QCxAJJNFgLJFlUkKyvRDRH6boh1JWvvCLlnLohISRnKm3nwQZjcOC+67aS2mDUOalnaIwa2Fy++frP/82/urp8FQKu3KxdT4BmVTObzlcj+3W367f7LsvJo0eYRGQQEWvd+fn5Rx9VBHhz+965pu9VsjaKc/Sw7agdH08XM+zt2MGYNKuzXBFpXffjXoCCogcEBRQF1ayFNldL4DoQdAIjyEMt8u8zld23+srzUosw64G1lagM/Qq+eDab5Rzn8zmRBYAi32atDc5u13femm4fAcAZkhxzjirZIBLhbFJ/td8WRGMVQhXcQbPCBwAseZ73Psc8DEPTNCAa6pDG6JwDLaq1wMzme6qHggBHftMPJJIf1mTvP++HOcqRbuD+CYA654EwS4oxxtim2A79bsxgKrJgVdX7MJlMiaxw3u9al7IBq6QiUNcTYwyhVlW1vm3JKBvIGZUzoHhjHdmq8k1TDX0fY7LWWuOs9UUUYUxcCIIcEYOOMaftXlV1YlIEBMpJEC2iJOb1+7vpYm4Udu1ehOq6VqGuGyZmRtmkcZAkhmFCzjusAu+3b/7yF3/2+uVf53jrcHw8o2njMufrCNPlxeLkHCAMY85CSaBd737z1TfLk8VqtfDeK8CQ4hCzUQhC0h5QvN6F2ri42Q3duKwn25urPOwnAbz10sfIO+cbIAIEMBbQMGgGzKhCmotQBCIYIAJFYWARsaUHdm9/9+2Sg3bvgZjuSOBAwszWhqK0KSIHASuAm5u7vm/h/Mx7X1VVXddV1XjvAUA5T6eLse8MQuWttdYQgSgATJvKGoxjH7wVTrOmTimNsTdm6b0lIhTt+r0ilgW6qqqKDDUaawg4F569D7QW95ij3xG/f8uVfvCpD6bzDw9EAAYRBiPl96q1dT3xsOjzHhFzTr6qWODq+nazXvd9WzXBWrLWrk6W56cnYxzSOIDm4ByROmMNFqyzWoNkiVNEEOBctEaZuR+jB5cSswqBQTWsyCqJE2QQYYsuZrLGsGAp1VhAjY2qVhStC8bX9TQnyaOopjF3kQfrYLWY1NXUYkZp/+v/8v/e7d9PK3ly9pHH3O1vrl7eXK2vtPnCzaxgtetTF7Vu5g6o36zbvpvB3FUhOD+OHGMEJaemBmuEUKRoPUaWF+/evVmvJzU2k3k1MZaUwOBI0OFuHIbGMNFg0BGw8kiSDBRkiqoqCRooQhjZqIja4+V8qKHxwWverzwfuyoHidiYMgLlxE0Tit+azWYxDilx13XW+r7vAeDk5GTsO+ec975uwti3quydMYjeO2dwsTopXCa1d91u20wbVU5jtEUXhoAU2m4HBwPtnTHWWmUpyiR6EDLMxz/yiIhjhTLhK3eXFFtDAP1uYP+ev4SHXyIWyknJKmQgWKfZdjHmNNoA3nvjTExxOpmfnJxtqO3bYbPZtH23328B4IsvPq98ePntV1eX7x4/OZ/UgUjrytd1CM44Z+qqqps89J0FE0IwxiihtTZnUSxjc2RRhsxkkBTRqTJwToklK1lrLSE40YwmTGe+G6IANM0khLrvh5RhNpv2+x2H6ALOZ9OT1cJ7A2mIXTWKrydPPv/s+Z/8vb+9ev4UlPny9VffXv7pv/lmfvY8o9ve7TddqqZL8m6ISTpo933b9jmIZkWkuqobV493W7REYLByiXkw+m7od8F/3d8+m89rW727u879sPSzZjqLMUUDQoDgFUiUMgpYS45EWAsFsR4wu4ccVI+gnvv0695GAeDYI/xAPlGYOJkTocSYm6YpllFV1TAMwzCIyOnp6YtvXvV9P5/P9/v9tKkMau3D+vbOeeOMNcYEZwj1/Pw8Db031NSh7/Znjy4m1WGBgYgIxJMxSD6EgQ+Krj7YHONkNku9WOvUOVvoGg4Gd4D94mGA/t0epyKVb1O9t9b7eSb8Vg6qoHVVD3EQlZzz1dXVr399s75776onF88vKNAw7q2rzk4+qap6uVyN46goIYSxH7wNlQ8Gbbfrrun66+1aNXlrQmWCs9ZRCCH4yWr1kbONICCR9w0RpSyAOsQMhhyVfRVnLJZma8HIqqK11gmyamIBNDlHziACrBBziikBWPJg5uCtr5xv6omCiUDk5jCtH3/+9z756Nkf/Pin89n89voujePJ8pMv/kFz9uPrdoz9wNd3Lb+/G7LwkESx78chjgpQ1TWByZnHMXb73uRsbT04ZasDsDZ2M/X06Sf/+n/86hd3fRVgMWmaxfIqmypihVXF4gQQLGTDzJK9IQjohDMKI6nJQESAwswibA/XBo8XSe/pgH9XeYFAdNgWAixrBiisqvpf/O//D2/evvsP/sk/+PGPfnp2dvb61TsiWi6X79+8nkwmquq974fW2GkI3gdrkERkPmnu7u6CtyGEcRwnk0kJ4oiozKAKZBDROZOxSLRD5Xw3phCCxGwQrLVEgogq8JBB4G9qv3/PfcKDEA/fDfdlcWjs+zGNrqGqCZV3AAkArKO3b96Ag323mS9Onz7eG6pCqEOobte3dTUBwbbtY0yL+appmrbtlouTmDpOYxzz0PU5R1U1JuT4KlQTRCQfJvOZdYHIVHU9Xy2rqnKTJoTgvUfUPEbOWnkrIsriyCYQZs5ZRHTbdYuzk7qphn4gSiHU3jWINFvMrTEBAoAZAFTRobXG/ewf/lMDZg+TFGsNlWnMnWr3bn16empgezKbPft03o682bVDjpFjCNZVRIRd1ymDMdaZYCobu0wORHXAnGQg59oQ+Pz8ra0vX15fXEz+43//n3z+8Wevf/Xy7a+/nSvB7XWtagUsgWRR1mBMjaayHihb1bK0iCrEDMq2SESnVETYtVAMOOfKemFRQc0Zu65LYwTMd7dXALDb969fXdbN5Ic//JFz7tGjR08uThXyJPhhGIqpre82P/3J7339618Vfv++7589e2aM+fmf//nHnzwzxlxcXCwWi8vLy4uLi7dv3z5+/Hgcx5QSohqDIThMXFXVdNr048AgzGm/3zdNc3d7M/a9seTIHCTH7iFLSqr5MO28L5LuKyT93SxtD9NWfEA8VCgwHBkUif0wDCRZh26/Hy7r+USEEWG7XXtfCRsFJuMWi0XOsaprsmaz3SPRdH7y/utfWWsBCs8KkCEDVLCWP/j0sycffdx13Zv3V207XF2/jZmfffzxk48+efrso7oO+3ZbhwAo727WeeyY0vnp2agw9N2+zc+ePbu525A187jo2k4kL09WlQ/eV46qMcWZmSrgKKMqVsYDQlZIApPlhapGxaQA/khOPW92cTS2igJx3wuYqp4EnAhl5phyz6w+OPI2HYSjKOfoKeQcDdmkshn6NevbUb7pdfbp51ekkz/8R3T+UXAf/d5P/+ehG3TzFvt26Nt2u+t32363y12n7eAVSMWDWoDKmspa7ypj0JY6xpTdcMkppTiOKWVjcBzH2A/90G23281mE4cRQBDT2dkZkjs7O1uuzqy1r1+/evP29dhtzs5Pf/9HP7KWCE3f94t6xcy363VwBhH7vt9u9pNp3TST+Ww5nzbD2PUx5ZybyezxYz05OXHOTSaTJlTe2OLnEdVa68QB5OAcKnjrvLHGGKNwFDIs4x86EtQDooEjmunIEq8Pyae/N7eE7+aj92mognJOrGKcIoh3djp1Kc3VnPTSAxWpxIPWmRxkMchVtRclAkUKzj168sR7f33znlMfhxzTAJyNReecte7bb18DBldVZ6fnP7p4Ypy1vnn2/Pl+vycybduPQ6p8CNa3bfvLv/yLk7n7za9+EcLC+Znxs8jk6qZq6ul8Np3P6om31sZxBM0mqEerSb1Dh4EVLEBWwAzBAiqLKgMCKiJp2b4UsYogZR8BFT4Q7B8/XTmfWGBQqOqJIEaPwCkGQ2M3Dn263Y4jTRBqv5jr6afvIdy4RZLgJmM9r1B6FWlynuRMnK2IZek2t9oPuW273W633V61+9gNOWe73++ZuSipjePY933X7sZxjDGqsqPDBvCkmS7nC+/tOO6ePn26240I/XK5VD1Q1MaYt9ttoVoex9EY9+mnnz569Og//8//N3d3N9fX12jNxeNHk0ntq/DmzZsr5yZ1mEwmzWweY+yHmFknzhVoBRkoLpAALFHwVrMWGW0fXOEcPWRnLhgjH8pwhILDLRnn7wKDyjEBPTzCg8Loe80mUCG0CqqcFRNINuS9NWKNgBMDxGAs6nEwV7pxIQRCzDmOib33y9X5ann65MnTMXbdbrtvt3EYmTMRWTSf/eAnpycXSgadXZycM2hMImCqyWQcx5yFwHBMaC2K/ubLX126NJ9OfvjFH27urrvx9vXl7fLknJH2/f4HP/z0j/7oD+bLxWgHzsqRx3b/7/7VX1XeolLdNGePHk9niyo0zqLnLoNiKUYURbEwjis6AVNkqo7nR1EURMpLqIqiFq0AkKpHJ0NuAnV9nDaTy92t7NL+ak/QRPany4+X55+/efMu20UEn6p0ZTCTRQWj4lS9qke0IpPPnnuWOudZjBCz5AiJRdl+9dVXKaU8xrLMoKqgXPpHxrgm+NI5zzmDijGoErz32+3V3e3W+VoEmHWxWDx/+kghP3nyUdu207B///6267p//s//xa+//MUXn3/22WefLRaLk7OLoduTcQLw2WefD0P/9t37y8vLxWIxW6583fRDPNiWFHxiOdQYg5yJaBzHEAIAqEhJnJ1z1iYiksP+xsG2RLHs+BwsFUp6rYcm6XcJV7/3/KFbtUZAGCTnPABkH6hunDof0GajMRvvPRnggXPOSVgRlMgYE1OKQzTGWF9V3j95+owQicBS4UQvMu+m72LTTDNrUiAyQ0zdEKNsjDEAUvuagk/DnrOZTxoLur5+P/GPjeYqBAV68uRR1SzudvuiWY9oxj62be/IOls7Y5pAw/729vZOFa/fv3YuxCRI9id/8IdFx0lUQYkUsx53Cg9lY1lzYUBBUJFcCC2KHy2AMGV15MYx+WBTHqfk3uz7tOv69d6B7yIsTx5NF+fj62s/nZuMSk4CJBOLxipxtsyk6lB2rE7RW2PJk2fMIpxU1W7Wu9KesdZWla2qyltHRJkjAJRdysKcNvaDQkbIy+Uy51xVlfe+bfsQAlG4vX3PEm/PbsulXa1Wz59/8tVXX62WJ1c3t6/fvss5//Ef//HZyWo+n1vnfvXlr3/0wx/OLy6Yeb1eX19di+LpxSkAiGZEtNYCH+Q7iNBIcmJTSvP53BgEkAIAPbJMmaOdAeJ3jOx7x71pfi/E39NkfudQSVmyZkJWy8G71XxWV6fgz9qxZSfDaKoqAFHWnFVUNasKqBKBMaDKAsOYmHmza4N1VXB1qJxzxha8vvZ9YhmAjJLJQ85APjQu+K5rrUEADDZE3mrm2bSZNEH2sLu7+jc//7OPPv4x47RplsPYN3WwjipXQ8GIKBq0JJjT+Fe/+DNDgzBMJgughgxNXDWdLR0CgqWDdK9VQQsoUIB4clhfOZ4SVQFRJKDC4CRKx9UaRcNKBGTJmqx536dtz31yYkjl8flF2ZGaTSofJWVeulnGpKRkBUWNqgU0Ip6QVEgEcuIck46ZbeZsV6uVqtKhOBARKXzHMQ2qaqDozigRTadT520cd2XJ1ZCfTqfDEKfTqUim1Uo0IeJ+v//1v/vlzc3m+aNPrq5ukujFxflyuUSV6XS63u7GxJOJW54u68lkGMaLx09/8pPf227XOWdBMMYYPDKJWntoy1vjxGUVSTmEYI058oyaxOk+fONxAeNIcXPsJOmHgkm/e3wvB/3ekwJZQhXhxBBFMpIai4Ba1VYcoUHvLZIWkiY0JBIBAA1Z74jIeE9kWPT87DGgkgIopAw5lz9GqsmU0JB1mXWInAGNs5C4rhuV1Pe9w4qIQNQbG6x5s71OwXCmyY/9bsivXr5Y78c/+NnfmdhpKScq5wN5FIxDbrthF4fVaXMyXRjyu3F8/X4dTH3+CM4ffwoAAAhqUCwSHuAHmAq7MRSWFABQAQRQNmiK7zwSyWtmHq1h5zOAsX7X7ne73Xa9yWNEVe/MR8+eZB6cV1eTN4IDGUGHHkUBisSqGkA0kuKIqhYI0KlBDYYMWxFbBBwKJ2jOMcaYxphSWq7mqmqQrLVlOmPJ+OCChzIv9g42m91ut5vPpzHGm5ubxXLqnLu4uPjql1819dRa23XdfDV/9/7qN19/c7park7PHj9+TETB2bubq91+/+7t2xhHZ+wwDE+ePPnBZ5+UBsIBa8VRMoKoPZpsEfo4lDLf9YgP/N594/134+HL/PdDAlB+Ro456H1iCqBSVmZFhBUSp1Fy5hSZB6qNMZgMkvlA2WqMKUOB0jUoK9CKxlhcb3dlZ9+bQonuik49M2dmixbIAokja51jYCIyttp3O1W1SCmPwdlHF2fvX1TPn12cnn7y6OLks/mz6qvXN7vh8x988sWPf9j26VDmDsmRs9Yvlqf/4H/xn04WdeUqybrfdNubXeXqp0+eRTRaOEDud62KKvUBqSCHikgVVQHZFIYJROGjHJsUWnQQ7xLkytmb95d32837u6sh9Um4niw/+vjpkFv0WagDx5Z5ahcgh7ISAFQPzFaz2QxARSRzzDlLSjlHYbbv370rxkBEIbiqqpbzhTFmHEckrVzlnCkcSTln6Uck3Ldj34/BTxHR2TCdznNMf/i3/tiQBB9QoR+yryrfTIx38+Ui5tS27TiOl5eXV5fvrt9fVZX/9NlHwXsQOV0sZ7PJ27dv37369vb63X/4v/ynAJRZx5glCmBOqgjIoqowpgwALJBZidSoiA6i6Ts2KAhCRy1XOVAygTtaqJXiG1QAtMBKkI7eAgGEEahojQJwygoo6gCAnAsVVMZXgqHjAdShEqglsYiGSI0xEA8cejlLHEcA8NYZa50zxhhnvLXWIgFQihw1W29SFqFsyQBI+UtyjDzKfDGz1hvjEiBHmSwXT5//8GJVn6wmu31+f3Xzd374B58h0ZvrN69fzpfLvh9DCNPpNIS6FOFK6MJ0s+9e7+8kCYpNMWW1676fNRMFYUQ8AMBAFRXAKMHBbuXgKAtUEQiMUSRGRSQEzCBZBZTJIGcGcLvdrm3b9X7d8ZAAp5Nwen6SczRIzKxAZCmx0mH9HxGRDJX3HzIXe2VFBmJjFAMYsbPJtNz6R6U2FZGUWBVRMbGyZilbg0CI6L1DCh89+0HOuQrN40dP0xjTJNbVfDZp1uv1xdnZto3Pnz+qZ3NfVzFGgzSpq9gPP/jk43/3l/82je184k4W05df/8aAvH/zrXl88fR82Tx/4qo6jjmEmdqqZU2Zs3Wb3d6PkTlZa+PYC2sznVXe55hGiW6iQ964ym13yXnMMRPXzgTmPSArZBUCMIpGNSmCHqa7CFBoP5ggAyjnsYjYogpiIaQmQ5p5RDDCRkRUANUYFIBMyMJGopEYgGsSQWFlQaWhS5Zc5QOPSTihsubCw6SApKwMiGgK9IoByVkFyDlasgoMLN6gCKZxcDZsdh2RD3VztRnmFz94sd5ev9hM5rNPfvzDF69fvL/ZDCP/6i9/3rbtD7/4ydnqLCXNPIQQAFPMg4zdatrYJJuxs9aGmfMuNIuQJCIqgUGwpV+C6lAFNRGBCAiLkhrjRCRnzWQJPQJGyUTGOcucoqbYbifqa0Pr1692l+8lxXW7GYl7gOen85OT5ZffvGjstPZh7PrFdL7v4qHyVUZVgEPVKCkCgCqRKFqGTJKi5GzrutHSaCjisCCgIKAhVKzMWWJmVLTeN1UTgkck52zlAhGKaEqp6PapUMpgbK3o5svTajK9Xq+HzFUWXwVE3OmmCNcSUeEqA4BJVce+223W2/WddSYx/OOnH89XJ7Plsv/mRYpxtlyGPO373hCBoRjzdrsfhpizEMhi2QyxQxAWZCUjpULXAxcrMGgCtKBWpbRRpGAyVLMCgx4JPlVCCCyJk2QG1UwKRAhE1jQACOBFauGQmbLkjANS0VdGVAtqoWzzoQJQIRg7ZhpY1C6PItCHzRNVhiNJk34YtzIpHegiVLCwv6MBJEGnpEDN6uLjfn/TDrt2HNGZYdxvtv2kCbvdJsdkjEEElqTKQEpGkJPE3gIYUMnJV3WofMyZjBxh2gIgqIaU+MAvRIfTAgZQCnSzNJ4YSJCADCNF4SENwRlvKLXd9es3r168WN/csqqvq227n5+sjDG1r53zacyabDeIdUFKoiAoIiCcFIxw3UyUc0qJJeeUUsxlamNZgEFQUFBISQmtsUgaI9fTejlbVpPKG58kSZKcY9NMmRMIsubdvtts71SwDs6HWhHqZopknn38yWq12Hd9PZmSdUO3b9u+2Pl0eaKcjW/Qhigg5BjtercnopPVQoRfv35zeXnpnMs5N02zWq1OT1Yi8vVXX5b0NMZY5OdyHCaTKmWn2TOHLI40Z2U8rNhmwQRY1BxJkBQygBirUIazIFDk29Wo0BAFwJcmKaJBNAiGxMQxAxomYmmYqyQmKyQU9KKaRYxCAsxIjMBlz1NEOOWyU4IH6sOk+mCxqZCV6kEAF35ruPUQXXWPIURE59zjxxc///nX3tN0NvnmxYv1+q6ZLO9ut5vN3TD0AGKtpXzorhOq5D4YtzxdGjRvr9ZEtl7VwXqWXDz64fciCPJ9Hfnw7yk7V0RGtWzYoiFQyYUZs+d02W1f/vqrV9+8uHz9WlW7ritDpkcX5+MwqEjlAzLOl3NfhcvrSzBkDuwvYIxzxljCcRxRBUQNAXnvyQRrmNnGLEBgyTpH3gbrjSWHBubThaJwkrYb9jxYb4KrQuPeX99mjilyjkOMWZXremJcyAp5iCGY7a5dnZydnq7evXv//JNPh65XxCEyupCVlNy+7S5v7n7809/zr15Xs3kVYzckJFRbD/2ubqZd143jWDBQl5eXCDqbzX7yk59Mp9Ord28fPzqfTqfffvvt6+v3Y0onZyfEQcALWkVQYEUVyIoMkAFEyCpnBQQUUDaoiKKgIioApbOhgpyU0BsTEC2oFdExgTIO7aBowBBQpeAZnJBRQhVRyQqFZ5kRVcs2FB0kyxBRS2DH77W2PpjFd0q33zJTPSJc74swcvb1i9cXFxe73d3t7fV01qjq27ev68ms26eYEzMflb5RkVVzivvdJkpWThlzrkNd+2YconV0VKY8ZO6AAsCqjEfsth7/GBGxxmrJUgkRMaU09G3btk/Pln/9zW/+/M//vNvuICYAUGZQ3m+27Xb3L//7/+Hq5u7i9FHOcrY49d5fPH0iKKookiVnVebEgDCbNJKZc8yjDuPQtm3X7vphsLPFkiwGV1lvvA1FVQNIt+tdqL01DtiMw3i323T7vm13FxePm6YKlVeeVFUzn0+NcWnsnQ1tt4uJr68uN5tdEn7x6vVqvlitVpP56uzROI5jQtOOqR1y3cDlzd31ekshZLS2nloCtX5UMC4AGmutiCTR7d1tiuPV1VVO42q1in1njDk7XX366aeTyURE9m3P6lQdgkVkLGu0CEpJIQEIqKoaBVPcRBrGAng9TJTEgiCIC75RsZwpJ0oR4ig5K2dEmSAiOEQ7I6zVVAoOCFmyiooYhQgoSEAKROStzalEZ5GUFRFECb9jpKX6MPgd67z3l/fG+tCblh83xnTdvu/vPv7ko7Ozkz/783+dOT55+ugXv/h6PrtQ5ZTH8rZoUFVEI8p4d/3+7vpWaVL5+cls4cjd7raL1RwBEQ67qWVLu3CVAwCQuXejR6cvrAKKBKRZ8ziMXTv23fnpD39jbBrHpqoV6Pr6um87RFguFsL8my9/dX2zuXt/l4Y0m0xVVQz6yk2n89lsspjNV/PFbDarqzC0PRWvD2gNWnPg0LKnZxdgoAgNkhIDa1ZWfvL0WR/7u+u7d1fv8pgn88njJx/ZYCtXzWYTa31KozHOGry9Wb95+8oaL5wA6P3VtSQBRCSLzptQGWOtr5Zn1Woxs6HabbazadMl7TNerff7zVqYvbfqspC73e0AoKonOef5fL46O09Dv1nfIdm+77fb3ddff73f7wm1bdur69vl8sQehpcAUGhDhEBEGIlVVYABSjAlACOCRhGMpQMxp0M1gjaNNkUcOu1HzskABkJnKRjyxRsBNIVNSRREWCSrsIJVZUURLMRMSFSyNck5jeOgkOvsnXP6YHxVKKC0yGD8Voh/6ErvXzyOwvX67vrHP3xeVdW+211cnG33+6vr66ZpBEQ0ZxFSlgO5OBBIU7tgp6J1ER/LMSab55MZigEDRxhN8aDFGOEhkO1wR0kBvwkiKWLOue/7YRjSGPu+DyGcLFfzZrK9ub25vl5MZ81iFqaz09UyVBOL1rtmpFE4pZSAkNMw7Nrrd4qKiGCQjDEXZyfOWOdc5T0R5JyHYYgx2lA3QICKJYPXgx+HzW4f6nB6fjFZzEGgaipnXJZs0Axp3N2sN9v1OMQcx+12t17fWetOlsvFYjmZzpuqWa4Wn37m67re7PYxxjiMYeJs1azOHxtXe0uLxexp2xHgGHkcx23f93GjwKGq0Tpy3ljfTGZD35aYWFUBQa0L3Rg3+/b8ZPX4yaIfomhUSSoDyAgaVSKIUVDABKIIgGJACNUrMKrz5FCpsMhnxpw0ZSNs9tuYxXC2IgEhkA3W1YY8ZAtU6Lpd6QCIsJCKRgBbenkAUKTxCC2iECgI5xTHYVCxUk/QEopB+dCvVdV70daHnvJ3+tT7QT8RXFxc3G3uqok/WS5fvXopms8vzl6+eDuOvUg2lowxrKzASmoMETCRjuMI5OsQlCENcbI4GVJEYTB4YFNDOWi8ISl+lxhVGZUliwAgGkTIOcdxiOOgmXe7XV1Pzs7OFpPpxHlCfPT4iZ/Uu34ghUnd1PVkHFIwjscEVZ2Vy9I3S+KsolmFhfPb129QVSQrS0qp7/uS6Vk0togQIwgY8mSLAFffj94HRKMIImCtAzSSU6jD++urly9fbTZ3nMRams0Wn39xvpguHj+5mE7m283dMMScI6C5WW+WyxMA6Loui/zmm1e3d9d9u5/Np5PbOid59uSprxtL5vr6et9ulXMX+dXbt+cXjxipmky37R7QLM7O4jCqsnV+SHG92VV1bUPV9fum9iAjaQTNKhE1F+4wQ6QkKgY1ANeoFot7ZRRFZo0jjwP3QxoHHlNE8GSCs43zNWHFqjlTFHFUKhRVLcL3R0pvzaAARxI8BTjALETLil3OMY8Dgc0cVd1D47v3UIUF7f+H73zow8pz771K2m63xmM1adDAOI7L1erbl++zirXWeps4iWQwYK3d7TaXb1+9enl7fvHZ3/27z6eL080ubrf7qqoU9YO6SbHRo4bYbx/lDyCDqqCZUxo1swKv1+tSLVlAQjxZrrwLbRxOVyeKWtVBBfq2c+SIqK7rgccyBWAGIRUtPlQlCXNShsxcYCGIaIyxzgZAASUkPdBjKwFKFRpEQDBV1QiDaFYB50JiPT1/NJmtxrFHQecNoWVJq8UJESRRH2pRowDMWteTl6/elA+gqp99+ml8zzGpddXN3bZpqk3bT6cLb93Hi0XOGThPZ81Pf/+PxijGhpffvum6vTPWB8eSUkr1ZLGq/dB2PjST6QKNqby27ZUxyUDMQ2dQHVXjGBGVyFpTW5wBzFkcM4vA3aYvrI5jYhFCqq2pau9TVECb1QJTEX1EQkJSUiABy2gQgAWzYgYQwFyyWxE59DXBE/mmgaFru327nM23t3cvX75cLpdUOO+/q8KmqqDmd1oDHJPRcp0KMqH40YuLi836bTd23vv1eu29B3XjGM/Oztq2dc7FGAEArVHlq6urf/bP/h+/+Kt/87f+4B/+R//0Z9b6y8urZnpqfQCAowph6ZhTuUPMgdU6AsBkMrm5uVkul2/evClLKU3TDO3u1cvXm926qSbnpyebu/X1+/enp6ckGlMrIlUdwBEjOh+As/VhMZ2BYJjYlJLzFQOroohBQZGsiqqMnnLO0cacc/ldnHMcR0v0gAIT4QgNNYiCQERUSIoIbCGmJmcBnDHOe1/KAhHJ2dzc3BR0c0qp3e62223XdWNO3lVjSilFYwwaszhZXVxcPH/+XDiJCKeYc27jYACtta5y508+uttsK+9O93tQfvPmzfXlu8vrm9m0SYmVMkkQMmo8+dBMZ82EyYZCZ5IzADhDTTC1CyAinGiMLg0Uo+YsWWHsAxcKlkKsqCaLQzUAqIXqDU2JvgRlAKqIGTECqEIEDaJRSFQZwdwbkwACAqEhBQSxjjhHY7DyYew7a89UD4xOWmbZaL5H7vw3OdHv1UxFJXpZL72vxhS3m/1sfrJcLqdzZ4zJzErEnFFJVXdt983X33722Y/+6Gd/TNbt9p3zi6qq9sNovUflA0qhQJcAQGkcx/vfG2MMIXRdV9xn37fb9d16vb69vTXGsEu7XRxTHMeRhRvrbdMQUd/3KSVX10iKpERgCBDg8MSgQaMCaqwKiJSPZgwRs7lP1ieTyXQyGYbBFuY+fdAAe9h++95NX3B392OnMr8uGfTp6WnXdXd3d9fX1/vNtqDom6bhrE1T12EVQji/OBXNKCqSY0pEZL2z3olIWfIEhN+8ePXVi1eTpkLER+dnT59/enp20XXd9dVl13UxjrzvUxym/XgqGCZzhm1Vz5C883MEA2KEZyoUh5QSj4P0PY6dxiQihQ3IA7py75kD3xhl0bItXSgrkFDpMPcRiYqJICEgAgsc5MqPwRcOln2At5Cyokrl3TB23pmmqdq2tWRS4Wp4mIMilB2x324w4W/tpt4HekUIVV3Xlffeu6pkX/P50ofF7c0uxuTrSkQBjbGYEpOf/PT3//Ynn/1Y1CRR7yyX94GkoKhyzKHLtgwSIStaAwDAzJPJ5MXXX+23m77d73a7/Xa322+Y+eTkhFC7sX/27OM0xs376zElw0xE3vuQA1qCwyQDiYq4CRpjyIIqA5VpxcNmBTGztUX43TBzVVUpJWvogFwR1UKpgQ9mG+XEPHxdcr5P4ctQtWBNxnEsS0ghhGG5KttzAODryjk3n8+NMfP5vNtti2SttbYIcaSU2rbd7Xbtbh9j/OzTT7bdOGYGgGYyq+t6ftJMFnz+6HHXdfvtJsa4vrvpk7y/vru63c18ms2rXQtqppkxReDOxVGHIYlITsTZ5OwRHJACGdAAaJEIC+uYlA+i6A7gE0ItSzEAgKhKjERYxGLUIhgEhyAKjOgKBTOW5jUJGYQEgOKcazsuoJCubR/0QPlYxf9uN/nQTL/nPuVIDlbYFGPippm64BExCc+rOub1mFOACQsAQAjB+eZnf/wnTz/6IkZKkqp6IgBtvydnFaX0r46X+kByYY1T4dJJLVO3Fy9eXF9fI+K+3SqLMcY5Vx7n1taTJtQVWqOckwiqkjEueCE8sqcommP1JQqgWEB+H5rBBgCMscWQRIuKPCIiWWNJhe8FB8q5U2VQYNGDzpACF35HUEJjsawtiwogEKE1KJZSGp1zTfBN8GNdjeOYUxLVuq6Z2SKMfdduN6A8ndTe++12G9uxmGbfdUXQ1pCdrU4vnj6bTycxxsliLiIj53HMlbPNbDmZzUMI3X4XY/TWDCnG7R365npt0NnYh5wobkOKoIxIoEhkKjJTY5yW4R4GhYPjLJ6DDsYgcH/NUAAESwtAEdGhGQErlFq1Bq0Pim1gEO+rH0YSIgEDFskiWQQDKpJjHIa+RbKq5mCkqFrmSH8DZ8T9lw/dZ7HRdt83DRlHwzAYY1LkcUzGphizChLaUvUzC6F1oXn+8Rf19HTfCwtXE8+IKce6soCqB77iAlEmKqxVojnneGQ82Gw2r169uru7Wy5mfdvVPkwmFQBISsHa2XLx+vXr9XanCKGu1No0jjFGESHrsrIcZZzkiHQuMB099F9LWAYAMM6gQWKTVUpiZYwhUMvMAMDlXfSAMzkIeSvcb3mWubAWKpZjAPow4SA6At21OEhjTEGU5ZwzR1BOcdiseb1eG2PGcdhsNiXrBwDv3HK5nM/nTT1xvprOFovVauhbV9ecoqoHNF3fWyM554kAg7E+zBYL6+th39Z137NyHmNPKIF1gs67CpAYDRlyCg0ACEZVdq4ShgPnoOL9fogq00F1vOjfSoHkIlokQbIIHnACODVQIxVNDkQwCAZAABUwKbEhMEjMyXvftu3Y9QCwXq+Xq9N7O3voPX/bdz6soh4+L6drHMemqZ1zzAxoxnGsJ+Bc2O331lrvvSoWPEBKjGhu1v3JiXN+MnZjO8bGerKGlQkEVQu/FgGqCopTgFKWlevinHv9+nWhOAghiIg3RlVTSs45a7Cu62rSuBBS3+tR5NIYY4MHQ5qKNKgSkWACUDhS5hZ0Y0niiwWnlODQjC0VOxWVcMuSHt6s9wcSIOmRJedIRYzAnA4BDw4ZBCqD5L6NdV1Pmom1NsbYFmWkvg0hgIh3tgqeiAhh6Lurq8vJZOKqqqqqEEKwhSnHobGLxWK778j6lHcwRGZGkJzyfLniFNvb22EYUkrAWRQNhbNHX9jQj3olkhLWVZgBzCxWgOOByxxBwakyoyogIahBLUThggceVwDVg+QcwSHwoRaWCqPAiIzgASrQCqACYbKsKPhhls2KDJgL/WOMuQohc9q3u+l8sV6vF8uTewM9Qv8/GCX8Vh/0t69I+dnCk922fUojIiKSKuYsXbcLfloWdI0x1riUWdRsd/3ddlgt52DDGJPx0VorHMs5MKpEVoVIFbVwprH1tnhBAfjmm29KycLMzjlU3e12hHpxflpVVdnU7dph3O3GftScjSHnSIwyIHEuZQwVkW0i1BLj8eg+i3NVVWWOWNr2WNpdB7Su5QOR6XdOUPGLCISAgIJQNI6LhIYhIkvuSAkro4BiXC1PAWWMed+1ccyi2fmqaZocU1IVViJq6ol/4r33p6enfd9ba0MIzh23NI0BMsMwZI4Gq8Kfk3PMKeUcv/rqq1B5zbxYLJbBAcDpyYmzVbvLJG7oHZkpghBNBSyDEbYgBawEelDzMoCYsiISKiDaYplyn9oUQlo46CATSEFTFGAHwGGbTFSZgMipQUVWJEFRYARUQSQv6FKOofKcZRiG1WrVt3tQBmU8XpVCqJ8BLACgwEFO6D4d/OAojkQvB/YU723b7m5v+8RxMpkY4zjm25t1ThjOpsCShJ3xznnmBIBVVW23WyLXTOdksO87731F/vD3EoAIgqjmEkXTmBpDknKUHEW/+eo3Q9dXK7e9WzdNzQBt2zZNM1+sqnpys16bZjLEMYsa561zBBjjGPvBhKBECAbJghHko+AAOCwX5VghIQCgQThQLpSbV/ggHmkF3ME6EYtxG0QAyDmKiEFCAgJDdNAZ8t6iKVgwUVEkUCA0lgFVAI11howD5hRjHsYIqlWoxzEZY4isUR2HeHZ6XlKLh9VAFgXJTtOj04WITBq336/X6/XQ9yLy5Olj723pHlhrnXMAOMQOSIAENKDOQNPQJwOCyoTl6logLCk6gAUFAwR6WJo/fIsBACg0i4CCIgDmqK6ZjcmKAupZjUJmGMWyIBFRymBDLYQK2Vs3RrY0jylSIErESuv1PrjA4wAGX7/4+u/9gz+5uduKom/8tm3PL5623S5rMqRExpS75sB4iTlLVVUKMg4jgFhnkuh+t1PJl29eLxaL05OzL7/8KthJE2bvLq9F6MmT5whiEQmwb4cq1E2YhGB27fvlqhmHPMawWp6Ofcc513VddmqUoAhOlEZ4GuMuj1VVjX33q1/8O00jafZEl+u7588+ur6+Pj8//+abF9u2vSB3evEoigpQUmjq+vLd5XK+UHS2niHibFohYozZGGcqU/gmEI96zqXLdviCjsMyPvwTlXYnWDLuQVZUMA4KAMY4LGXGodlEgKBIrIpqEAGEEAGBiIq+Kx0lBwhBQAySoDUkapBUc9lwKN9gjLtnAfluOJN2vyty8KXSr6twdrqq67pt2/tlDzkougJIBmRARLFAFakKMMJBvBaUDqzsiKQqYOmAzH04uIeH05SSWQOoljOHkDgCKIIRFABVzIrFigMDgCJDaXBaAiPgjDNtm7sh11WzXC49SU799c2tM/Tu7bd1vcgaVbWqw2a/894aFDr28AGgAPwByBgsbPNEYKxlTm2722zuNN396IvPjfVt204mk6+/+uvPPp8bIhEgFQApRYI56jg+uji9uY0xtzIigqucE3DOBY6cNY+kiIqoSCLAIrKYnnpftbvtl7/51bcvXiJAsGa/Wf/g4+eOcBgGY60I7HddN4yr05M3377a7/fd0COidSFmntSNjmOh6UQ8ZEql3aoIhKjFJWAxlfslUjpGi8O/HTxocapwxAncP9qCJkGC45LpYVsKFUHwKIBBhKDIBHicSahqCWeERbMNDKqiEohBBVQFMahaEDSq+r1edU4g2RJUPtR1XXIAQ+AtGYMAwCygUPQ8+LsFx/+U43vdxXszVXzozgHgwKBaiobSX/+wCI2H5cYjW9nhHYDw2CBRNOScMRZT5DKYv3l/+fRZrSCG1Fpzt91Nm1M5gjBZ+ABfVgSAwsXCkkNwqtj12+3uph926+u3n3/2tO/Hm5sbIrq8vHz85KOu66yrAeA4WCnBEJA05THlOAwdoRfON7dXKZO1fjKZ1XVdNTURMmcQNo6qqtnv98y7d29ef/nll+urm1D5wlwkIre3tzHGs7peLpfDMLx69artO5HcVL6ug7W0WM52m21drziO5bNguf/luOGlAmiObRMQLOJUD0b/Dwy0ODP70I0d2vIPALP3kCso749AD3r4x+Y0leWvYwJx6IyKCAALMyodegUPjuLQ79sQcHhbqKrKOprP5977MpcahqFk6B+q4OOvRlSN5R0+tHx/qxA+PAFEKb3xB+b64dMd9+zudbpUAIrOFZSOm8EjRBIO+DdQ1SME5PA3ZGEXfN00iLDb7dr9tgr27HypkNLQXV2+rmfLqp5IzigpxR6Ejx8fEBUPAveAJKIjS4wpxm5Yr69jGiZT323tbrfrukFVvQ8XF2eFZ69IM+JBBknKVUaEpvGsU+tqa8I4iLCGyhqyfd/2fW92tqp8XQdjcYhjSttuN9zdbW6u3nddVySQAWA+n19fX5e2KBEVxrjb29tu6OvJJMcEmYvvbHf7OFv0XVfX9f05LsTWB+Zu+XAB8KAUoABAQKXzdFDTPR42q9ybJkEp7eGDmZKWCb2WlSQAAC3VAxVRS1UCIZDiHBGRhUEySEZVBIzMqMKcEYE5F8oy5nxvoOUU3Fu8c07BMHNKqdi6c65pmmEY7m8beAihKDm1CKqCqqjQgaJW8AAgkxJJpKxolv7GQ7dd7mMk+CBLfNjqeiCFWNRBWZBFUBDBGBFFEBFRQSRARCFMwoYQrUFU5sTMztpQNft2Z5BffP2riyfP6roeM84Xp7HbWesPkoQkh2CFCChxSMK9curjcHd3u93dTqfT84vzYTf59ttviWzw9e1ms1qtypnh462OiADCwGUFbzqbkE3DmGLq2250tjo7PatCc3O9vry8urq59t6fn59OpvW+bW9vbytft20fx9E5ZxVjGvu+V9WTk5O+7/uYNptN141V03jvnbFj3+cYUUFZKuMaH5Clct4cd2sRgLQwdyIDwjHL1KONAqhgwSgClG2dB0mX1WNb+IEKVsnV8QO+4cNciVkSMKECqxAgEHLKKUVvXeEVVxXJmTmjAhKBsBzGoUkkiBTJyHzAVEupTgoFgwWQmA7p5X03rgwtCuc33C9RFDeck0EVIRFEERQ57M4efKEcvl0UQJSOp0wB4Lf9KBxL5g9OvbQ3D8KJh9yFBVEQyTDoByCcKgocpC+ZY84RqlBPG+COSMahDZ6qivp2u99c9/uTrNadLOMwZDGHRF4VUQBFlVUlpoF5FE3DuN/srvq+nUytdRIqt77ZGSNk7W63Y5V9t1PFJKzAigIF1KuH/233G2u5tKdzHqzxRNL1+/XmljkRwXq9vru7qet6vlzM58tXL1+XtCplIWNqW+dxuL29PTs7U1VfN+vNpviOEka8c1EGZ2zZEp7WzeZuHbwnA4euOpZ2MSoAHPPJY3v+0LwsSIgCXfxe0maJ7vGyxT+VFoAc36ZcMDg4FRROSQWKgZYFgBxTTJFUSA0BJs4pxsSZoGyyj4YgZ1HBnBxzylmyUUQjkov+QTFQLWtoSioZEa1zQCbnHIc+jYOqYhHiVUEou0YF7KNldVsOBiofwvD9aAYB4ECVg4rfF+bSkq4foD2q952dEnMQwJR6C5FArSHDiCUAKKKqyH0xikjWZEVFICJrrXUGkDPHWagN8mrWDN3u7vZ9M1ncXb9NYkLlgArbFAAK85g5icS22wAyQGaJKoO1OaXd3c17Vl6enrx7+36z2y2Xq34Yq7re77v7rAkBVEU0CzKAGIPTaaNAhNkYV1fzZlK9fXN1e3szmUzPzs4Qby4vr8YxLVYnjx49uX5/U6KcscaSTTkWf1EQyouT02EcmaGMDBDRIAzdPo1j33aaYhXC61cvL07PikEfEjJARIID6cPhVD2UAVIAOVrZoZi6N1BjDxGtlCtlWAwokvkY9w9ZUgmlKlEVSClLIiVBkSQp9kYFGS3axDGNKXI0YIzBnCIfpE8xRiuScxZjlMgWA2VOxUCNESKo6zrGPI5jcZz3Q7+cD30AVS2Jb3miUrKFQiXy4P+HTq8eS6HDPY/wPd2Ih0c5d3zMREmREB2hAjoEh+gVHRrLiGPMhdbow+ku+JKSpYQAhEPsu7GbexOCA+U4DNNZ9frt1c31JQDc3d35enlyNlMCR1kJQOLIQ45dknHodoLZUEYL3qqxJo3t5fv+9mr3+PzpL37xi/V29x/+B//RZrddGffm8t18thTVstWvAve06HUTrKX9fr/ZbFWcs6X1M4TKlVyraF0UE3z16tXHH3/8zTff9MNwerayijdvrrvddjqdwnHYUzrWImKJFrM5SCaiOlRGIHj/5NHjty9fXVxclO1YUCXEwqdyaM8f83j6YKYEAMry4JUHHnTs2pRSud7jMBRtZ+Z0JMP5UFVgyY26XV0HgzalgcBYb0CE49jHbL3hg4Fm1gxoVYA5D2NXhSamDACTaV2Gn5W1Xd+lyKFyhJTyAQgoIimlYp2lVWGMSSkhYkqpmGn5nnKy4HjzFA8qymWPAhGOYUAUAbGI+yo8yLkfPpEjNxMiAZTaqPxTZlFQARWkjMYQKREWqcbIhArGGAbgrK5yklNOCQ2Vvb+cs21CTmPOyXt/u16LZAMKIF9++SsfFo922A1KqKF23uGu3Xzy8dObq/fzWfjk42fffPOrq/fvOMc/+tkfeud+8+VXP/ujn/36V1+fXTw6Pb94+fLlZDLp+346PZAbEBGLAiAVgkpV0ANzzNMnz16/ftu2u1evvn379i2iC94y8/n5+e3tr6fT6XJxklJaLBZVVUlOzHx1eVVVVey74iZOT093u12McT6fJ+ZC9pGzrBbLft/mMYLo65ff/pN/8k++/s1XlfcfFH9K2lRCEj6M4XTUrwJjy9QECUt5d8g2bdduYoylNhqGwRkDEg5Z4DFXpfuYiFI5QwiSxzgOpKAQSMEakpRAkZBBRTmysDGK1gEyIhTWDCRlzmPsM5NzToQVmBmVVIQBRNQo8MMyqJhOORcP2kAPnhz7PPcf+2EV/9vHkTLkYJ0Pewjlv8f4XjIfKvmDFhgFM3HUxGrJ+VBcQaGVI3DMUO4ZdMEAEZD3FRFllZQSAXdDXzC/DOice/r06WL5eN8Bobbt/uZ2H4IVjUhPPnp6cXPz/vLdq5ubq4vzU2NwNp32fT+dzvf7fcGFIJIAAENWAKVyqRhQ9JAUl/PWtr2zenp6NvQxhNq5cH193XXdycnZ40eP37x7d3V1VbBm6/WamTebzdnZ2Ze3N6J5NpvFNH5AvlnrvccjiE5E1uv1Yja52+9JIXjfVHXlfN92JycnQ9fdc3WX5k9xjfodrcoPJ10BuQxBD72/w3fYbr8rSDlVjXFw1oI2hfCysPMhFq7IUi2JAFhHIDrGERVYUsk7CbCw46My55hzsj54tMoJJKMIgaAISNacWVRzRmUUUU4qqpwQjOaMoqiMgKiEyqCAaEAyokGVw+tYiA+AjjCX4/350BD1Ybfi/kUBADhijYspH3LQ45jxHqB5UAUjAFUgAYVC7QCsCVQ1I45ilCpmVtIkmmNmFkAwSAQEADnJOMQ4xKayxtjpZH637S7fvpstTkI9yaJE0FTVOOx2mzVPApmskh49vnj39uXXX3375Ze//JN/+PfV0tW7q9vbWyJ/mzZdPwCgMV5ySeIBAHOSnMtqGxxhrQaNjTFzlvOL09ubV876nPPd3Z21rqqq8/Pzm7u7F998+/jx0/1+HxOXgcjTp0+/DWGM/clqsdvLOI5VVV1dXU0mk+liWUKZ9d760Lbt6WqRcwQREI1xcAZ/8+WvTk9Pm1DdG6A+aHGKfPcqHUM8gBrVsgB1sGo1AGDHYV8MFERjGjAEzkQKykkPfqUoLCAAGNTNdlNVVcENICKnmEQKvIUICFQ5M6ccRzaEGnI5OAIAUVY1Bd7CkgAKSopYk6oiSZGKvu933iNr7l+5t8V756qHZio+eP0Q4o9melAv1gfMjEWQ+niW7r8T7n/q0NISMGUfHAxCaamJijJqzpkBYs7o+pwzWjnOORQUwRRCKIQi6E4WyFtfIZo+8tt3759/+iPrqtdv3y1mjyeTMJ02obJ145h1t9v0w/Tp08f9sC1Mwvt9HIa4223OTh9v1u04JkJvXWChmKOqIlmOOYnKwRbQGGettcZbE0Bz145d29f15Pb2xlp3fvYIkXa7XZFYEZG2bSfT+Xw+7/u+bdvz8/P3V++GYSCiruvKklCBRAJiSinUdVVVQ9eO4zibzTZ3d5ZMSqkVubu7I6Lm8ZOHruHebd73MR8cVNp1iqiKRgGKu1VARBvHNsVIRKQgKQmhZFvqSURVAFPG9Fj6NWBMwZurgopwuSiEmtOIIFS2sSULJ2GrytaWTYzy8dS5EuyxQFmNwXtRjgPdwLHy+54h3of4h3iwB9/2wcg+mNd3YL/fOylF7NCo3gMT6ehS70P8ofF+gHYR6QHDKajqyIjep62IhqwzZB1GBQVrxAgTWWdDVVfOGlLZbDsbqrqZTWYn5BtyIVR5u9ugirXkDHpDGXC7vn3v8elHjy9Ozy9OLyRJv+85MooDdX2/zUl8Faz1OSmiEKkxai1Z44lIFfSQmaAqIjjv/Xq9NyYQ+s16f/740enp6fX17V/+5V92wzCbzUr1OZ1OY4xD33755Zef/+DTYewuX71ZrhYAkFJ68uSJtbaZzcYY+z4iYon4d3d3j87P9tvtbDorRNOf/fBzIvqdWr0AUAgE7r8qiyb3jTZVFARVJT1wBNo8DCkNlpyg5sSGNEeDh0RNjkOz49wIsQoBAMqdXW4p7721NqV037Ysl5aZhbnyocBD72/We5hIuZnKl8d7S+6z44fH9zzow8ej+/xQwT+YKuG9B71/nw/TtPttlqNx35v10X0iIJYbuxAP3/v1okqjhFQ6WKXDpYRgEI2qqEouuHcWVQS0vrLXd3fO15P5yaPHRpTaMc0Wy3e7d/u9zhdT1ZQyWksAOsZ+t9t47589e+5dXVeqqr6uynAewCCQIQvmwLdjABSdc95al5MoYKHTTCmnKJN6CjpOmnmM0dkwmy5Ukci+ePEiMf/kJz+pqmq5XBb0Z1OH9Xr9xeefnZ6e3rx7X1XVxcVFXdflKpfLdw+KmMymN5fvxjRXRLIGjYnDeHFx0XUdp4NGgOJhnUcRUMF8t895QBvrMXghfk+I2nIacxqNLWz5rAycRhAubfNilXB0oqqQRIq3LzU1YtmEQElJczYAJgSLaABQRISxEKgRqiFjyCBgYSjjjIgEKirCjIhQxILukWfF7gDw2OcEEUD88AgADzzo93LQ32XigKUZVF4pDvhorPqgSXzwo8dEtHSa9f59RJR5hBG8MyaUq1XOCWC+N31hSImHPraeNA8AjSjFpGoTkBXFro8qzlob0+DcjAz2fTudNSE4a23f98aYp0+fMutstri73dT1pBtGQosFTf6BgZ/u+4MqqKXRqyRAoghgnatOVmfr9frm+vLi4rExbr/fV1W1WCxu1+uC3y09kxKpptPpzc3No8fnZ2dniPDkyZMQQt/3VVWVMUtVVQAQY5xOm8VicX19ZZ1JKRqkMQ6WMOeEx/OM96UQHFIs/G43/tB1KugGUhXBBxZKIpk+DJdElUFKy5cB9QDnOHCdCZLu220/tKL3OhW2kHCXK1TcZBmUF9eSUio+sihylGhyP7U/+qSSLX8oruE4/Lx/5UMg/+6BqiDlox0+0VHq+FDY6gE2dZ/6lC0ig2jggFv+8KuPv6IwhRwCgiELxqJxamyRP82qqmrJhBAmVV0FZ60lg0TkfOV8cL5yzimiAqeUxphvb9Z1NQu+2t61XddPJrM6VMPQKUrOsZyTvv//dvZlPZYk13lnicjMu9XePdM9G2dEibAISHqRZb+YtAk92PDP0INh/zU9GrYBPhuWTUkAAZvmNhxSw1Evtdyqu2ZmRJzjhxMZN+tWN0U4Uai+nZWZNzLixNnPd7q+i6qYot7frR+Wq9jrdr2JfVre3a3ubt/+4ys8SANTwQiVALDr+r4zXdEQvpCZnHPkKmJ/fvVBG+TNzfL86pkq7vZdU0+/9cUXl5eXoPTw8GBQchcXFymls7OzV69exSCL05Ptbu+bSZ8EnffNhNg556umEZHdbpdSuvrg+f16PZnOgNjXta+qtg+urpTMms2/c6YFIgAqYvGWlBV557oDAElMIAqSUuglBlO2LLAvImKhfkIB3fe7h81D1KimjJEKiqBEjX3qlbSL3b7vtu1+s98JAjBvtzt2RIybzcZUgv1+D0AhJGOIAETkmD2RQ2TCqgs9OaeIbd9HEQEIKSmiNXlIqhnhamhojCDS70PXlchCFEiKSTUpi6KgZYxanh5AAkikESEdFDVVTTmjONmPQP7A6GKUmLRL2gvUJyfPXry8evbB2el55ep+t18t7/t9ywhE0KdeiCPRPvSd9FxB0tiHlpGaagICGrDi6tOPPl3e3kxq7tvNbreZzGfL1bpqJkzVbHb69tX921f3ELlbh37bccS3v/3tt15+mPbbk2lzMp+en58z0nq9bvc9IntXTafzi/PnfR8RmcgpJCTt233f9xfPr75+8wad//LXv3n24Yuf/fJLJf74k2/95uuvd9v2+bMPb29vm6aZzWbLuxuVaE57Rfrm1etnH7yIArsuunqq5LdtYF+3fSTnuxCdc9vtftt289Oz1W4vxKvdHpybLk5CTENJhiHpglj0QEGR7UeABCgdlgBVkYAJLHGYmYiHDgRY6NeY0uhMBrTIrC4H8wco+Bw7VhExHmAPLLpmib/po05C+RuJyLnK+ywlU9QQwlPfUGGiR3vLHmsTgCpDhn+Wela/oTkZfmw50uFHRz8j5q0AVpBkSo5tIVfVVT2pp7N6Np/MFjntSBSSSEwggojkeL3bRhVXMTkOkvrYIeJkMgHAzcMGgHab3Wwy3W42oKnv2+l02oeQUjo/vzw9Pe/auHrYiuDybr3fdymk9cPD8/PLia+uLi8+/eSjruu6fh9CkphEzO0JIkI5GIs4pJgRATPOFid/8Iff+c3XX6+32/PLq+cfvnj54iPnnPP1vms3m03XdbmGrKoMYsOAL0XkzfXNi48+VqSQxFW1IrV96KyFF7NzDpmqZvq/f/LTv/lfP9ru29PT07btr6+vYxrM04Nwx9EZevxzWM1iWpTDlfsL6YzptfhlCp0ZCY4FolGeye5iZ4gIAA5Jd6BDekeZwBjjMI+EiDFGzTX8I7N8TFYD9MVY3KvmDEAT61Y5lRsfIAzNUgAtfGGQQwdyRBg7jc29CpBNw2FqU9IUVVXUCeQenwAAzCxAzBFGngdmJhY3qiuUBF0b1nHtuU5R2303nc7t9hhjU9dMDADsKudr9rXEvm3b1WrVeA+VS1Ef1tvLy8vl/b2CuBS3221QjMHSqOztRBOAYpnhYucBwDfffPPZZ5/+9Kc/jTHOmokFZd6+fWv4RwCUFB4eHizcEGPc7TtiP5uftG37+s31n/zJnzysNl3XbXftbDY7O79cnJwxcxJg5wEghPBHf/RHmtJ0Ou27WNeTad0QYgp9oU3TO8tyPP0NB+Xq+IM7IsrxATlJMXPErFy+SzUsccJylCeUP40NQES0+Ko1ibO8ikwij3xDI13k3QRqCCCDrQDpMADgQd3UkjbyaEqeDHj4kMHtERkHA99ITUBjjDH6PgbnHDI2osKVBRVFBEUbX6lK13coUtf1bDaDFNbb3dRj00xXq9UX3/7Du7u7qqrWD6vJZLLbtrPZzHu/2Wx2u93JyYmvm9XDZv7h8xBTSLFpJjd3d7FvnaPlat8GjECgrozZFiDFYB5nRJRhHkRgs9nc3d11XffixQsrvjUwGHOCNk0dY1ze3hn0hve+7VYWNbX16vv+9PT07du3xlOXy6XtATM/ROT6zZs/+Pzzpqq/+fq3r27enC1Ommmz3+8dDS4RBcQBLPp3Rfge0WX57yMChceSNGcED9SQWd/oK4ZLcSzBCzEZ2RWbyeynMspiRcUY811IRFSc8kfjPtJD8MC3jl4UH6V6Zn0crPYj02eJr4FhJtn/njwfCBCYvWhCrpicAFr1qUgkSY4coBPXeF8LOlWRlCC36vIEbjKZnJycOJW+2sV9Mue5Aux2u33sAeTEnTZNQ+RCCH3fp6SU+3FpAt3vdkzw/IMX//D1V/PppJpUq9tlwloQEJSIAJGIsg95OArV2vp44p/+n/+LAs8vn5lTPcYc1zDE6qqq2DsBdb6GIbnRcpMXi8WrV68++OCDh4eHpmlMH5hOp84565X19u3byWS6vL2PsZeYzs7OIMlut6ucx8zerTUcDi6/42y6d5LpWH4eNuKRhlcItXC1rLDqIYM93zjS8IoOpKrOOSNKK9gcc1n7a/GDZjOfQFWReSzlj+hyPM7hg4JSztE6ND6kDH5kOaqPyPrdU4MWwtCBrNVoFkXMg8dAjEjkvPOVqsa+894DusSVc64fns/EVeUwxdR3oORctWi8TKaplRT15ccX6/X67Ozs1S9//tFHL0Tk7PRiuVyGEGaz2WQyiVFS1JOTM0kgiPu293VjjZQAOYqqR0IaCksIBw8g86ETBoDNORLR7e3tz3/+8w8//PDy8pKZJ5PJ/f3969evLeN9t2uZ2f7kvd9ut0aaVh8xmUxubm6urq7m8/lyubTbmfnVq1dd183n8+l0enpyst1uu/1uUtUni0W32fVd1zRNv2/LCqoqZSQM0OPmlEercIxb4canjuQ7jAQrEVmOiaZBtpYrc/344Rg/J6utjkoVFQzRIETj/QOyq6CqesvBeXIcnTwQroBg/kEEAcrFQ4crKSNXEyqMVQIUHCnv5Q46aK6gIFaVZ7aoIX4POwqREYfaVARHnr2XBJvV/WZ5rXHb79vJZDKZTsK+nUym+307mcw22/1isZjP55eXl23fhRBCsJbaYIgkCbALqancyeJsvXm4vl2eX15tt+s+BkVi8oqIcLzMj6Z9VABzc309nUyuLi+bup40M2usWtf1btcuFotdG5F5Npl1GQomPWw2pxcXVVWBap9SPZ3eLJenp6fr3U5VV9vt/f39j3/84y+++OK73/3uB1fPlne38/kcFbarNciGJIUQuh0aurhaDh3JePl0pGqNgkoDUdqHQoHwLi51RASFLxYzCEbMkojGH444MRTdYPirUaQ53orf9EAoT5j8Uxo9DJhKlBLHJmG23PVwctAsnz4Uh4p4AiA19U4dggd1Cs5XU+drch7JAbIoRoWYspQ0C7o4equqWq/Xv/7VVz/+8Y+//PLLEML5+eXZ2YXjCoicr9ebHVe+7cOzZ8/qST2dTg1qxXtvGcGmI97d3UuC+ckpIF/f3D7/8KUS9zHNF6fZPn8yM+NDhiOlZPiJIYRf/OIXX3311c9+9rOu6549e7Zer733BnSoqtvtdrfbEZE5BE2+7ff7s7Ozu7u7uq6Nd06n029/+9t//ud//md/9mfT6fTXX/+D+fl3ux0ANE3D7E1mFtJ65JN/As5/RCePZWNeWsAhtD2ZTEzzLfIXBmMFB83GzhdasdhD0zSqOpvNLMZQpszwcMwDal56iz8xc9M0poBaswRz6RctlkeH3YiItj3sGhuhqhK5qqpKajMCM/njNROwTgkqqMSKJIACmGEA2DF7FdTilHUVskf2zH7f9eR800xns8ViccrsU9Sqaq6urph5tVoRsohMp9PNZvPrX//67//u7x7u789Pz2pfIXJd10z+7OLy7PJCCde77WKxsBmu6zrGiEyiuG/7upkCYIypbiZIdPewurm7/+iTzybzxTf/+OaTT7+om3kXk4DarrYNX5Qo0/KNidjOr6qqruv/+Tc/evvqGoU0wnK5RMS7u/v7+9XJ4mz1sLG5FYXFyWndTKq6sY7XxWmz3+8vLy+//vrrFy9e7HY76x5o735/f//8+fMUpd13jr33ld04ncyT5ScCJs2yUWz/j1jMmGGVcPfTwzlnaqiWe2xkxZcGRSJbxCiqcw6Rs/MypSLirfAIhqCRBTvx8QGjPIxC9GOOO7aQjrbX0zOqqmgt42jwAZnew7kK2NrhWuM+ABvbSFEnizkNkSZKSSUlJWT2FrCYN1NgIq4UGZCcc03lG4cPq1VVVc+efVDPT7bb7eu7X/3qt2/Xm73nigE0pZRicpiiJLT2UzCfn8QISK5r92qXpAhKtsNtm9mS1HWz3W4fVhsiYu99M1ntdgLUTGZt2xm425jrlJk0flFie92+/f6/+t7HH39sfM52dejCvmuZGZhMCpEe5OGf/umfnp6eGp8q/BgAlsuldV+v67rv+9VqVdd127ZkCEJY4phWjE2aO8gZngDAoI8euXuO1vqpcZyZU8nSOGKzZrRnTZQUMUOZM3tjWn3fp6iIaKafVU6aT1REbU+bVjQiykeaQ6FRGhwT49/v0xlG73RwggJYdaBhtrEhc9uXKyASA0CKgshAg3lnLQARmFjFALWIkBCYyTGzb2oiUqqAiNAxs3OITCJg7Kftwj989Zv7fdq0yfmmckQphRQlhOhcjLFHTDH+9vXrxfyUnTNP0Onp2fn5ORHtdjcApApEjORCFAUi9r5qrp4/nzaTyWwyady+202mi812NXCdA3XaNBThU2wGE0ovXryY1HXXBoszKUqMQuiQFTiXYwBndRwRL6+eq2rX9wrkfI3kRBWQt7v2/Pzi5ubGEyG52Merk7PV/UNVOyBEJgWxxvJkfENJUGAwURQ0t0OFQ6mxsRRRBcI0gH8NmujgB6WcIH1QJa2C9oheAcC6plp43gSvMSQd4MThMScmq6IkszYemeEwUkzzwylv4yPqLJ+PbK/8KGAVyBiRmV5pKCPGQTGF4rM3vjIwC8pIfRmmkYYUEdMscpoBKCE55yt2FRBril0IfRtM34qibds+7Da7xPX0dHF6vl9vRJPEnLoVQtIEKUZJUNc1kbu9X6oiEa3X6+Xy/uzsbLdrQ4hWxBJCUMWU9G//9u9ns1k60T6GGJu68RdXi127N4GYGRvm1nookpIFvbJjxIQ+M6/XawN7dEgG4yqAddNYb+k8a0wF7sD0MVU1EFCzCO1LEdE8o9570+WipAq9UsZg05zGU3x/GWRAVS3IIcZoBx45lpaPrKjRSTfQSraBCoEW7lVoCNHkvi/hCh3cT3YNMxtRDloFEhFa3x4dA14e/KBE2XZhZn2slxxR85i+R/8dIgc4cEq1Ov4jbg1gRpKCrx2AtePAAYsBASAqWPtv5ypyzJQ9xL6ugAjJKRKopqQpioboJ3WMkX01nU57DbGHmNLt7W2DrJJyyTVACCFBTCkFSX0SB2q1E857s0s++eTlft+nqDFG5yoAcJUj1yF7QepiCLvQxb7au8tLN5nM9luNGI1AreW8qGiMIWRDzWwjHfzQk2riuRIrMCQ01cPifHYvACgxDdW9JlHtXiNoKwjruq5t29lstl6v7YK7uzsAUM0OYyAa5CtIEqtAL+AxacgdN2oaGwjvpMty0hVd0/iGESgAWHjdkL4zLZAS0RAhONjyznGpaxuc4Aee57wzM2VEczzsikP4GBFt7DT4QctAj6jz8Rl7ChMqQgTkEjRCRNACF2UpBEVdwUG1sjo6RGQkRzk3wLPzZWzz2bxPsQ8aQpuBKxGd9zHGLkTnVbPd6pJiu2991VhEgIE1SReSAwSAlHS9XntXhRCa6dwgmKfTqXEpo6r5fCYiNfuU0g9+8IOzs7MkgRlD6JbLB1W8ujoLoYupT1HKPIsK4iEWPV7mEIKxuq7rRKSZTZumgT6klIgYRheX7S1D7rCRplm0zjlzkTLzbDarqmq32+33+5PzM7OHFIEM9qck5Fog1uqzAfQY4ejd1PkOHdQQZoxAB16U+SIz08BNYRDxRCbNaWCBBJrdT1YQY+9DRKogIuy5EOhgD9FI1GYOas9RVX7sqB+/wJg6BxpFJIeMyJpBS4HVJA0yIOpQ7aoAOOi4IkPdP6FjduSIHPva2p4459jIlD0RJGtiHlOMooROzagQQtfFFpBjlO22TW5aTadTYIhiLEVVLfuNnK+q6sXLlzEmTUDIqrparW5vr09OzgoRpJS48rENtbPUY727uyOHzpP37Ktqt98797yqqhT7ZOG3vA8PSRGm4Jpy3Pf9/f39zc3NYj63wcSYUybURI88ok47Qp9sdcypQuSQWQB9PVlv97/85S9fvnz5+eefr7f76fwEgUUtJTvrZwiARAKAGdeFCA36ION9mumsQ51nWUp5QppZB62qBggZCRmsCQ2IKgqjuT0JGECse5+VhBISEyB7h0qAEUTJsfd123faR3Z+Op36qkpB+hgQNamAoAE9qGGWEEIQICRAQyhBJhQSUHqcKlpeYOyJGNHoWC9lhQS5egTHV4IikjfGBuSJIePKV3VVVXU1ca5KSRSAgMmxc5Ud5Nzt7W1Sick8UoSoUSLE6CY115PpbBaEYNOH2GPoYh89++wyEI1JmUCdY9ck1bZtbavazq/ryYsXL1erTkQcV6bE931vYtp77301mU12uw16f3Iyvb6+/ua3ry9Op5GrSCpiuJPKmASIMIL0KfRWjOScW2+75f3m9fVNM5ufn5zt+66PoQs9IFVVpZSLdosiZ3Ft9MjMkkAhqTAxxCD7dnuyOHt7/fqHP/zhv/iX//zTTz9NEs5OLx5WS19VmZgs9fNA81b0rKAK7FEi5OoDFQRD7tRRjkSu+Rxc9OWDa5oTQSAFIaEBvy6BNM1ECRlQSXP3dAAAyQYQWBkEOzSQN0ghTmcTnhMyOWJyDBAOufGkqhlNnAAUkVWBySERKCSJKgiaOz9DRuIbm+6OD72wBvEGAOodJ00qUjkmrkUDgAw50ahCqojAgJZbaHV9OaiJ4lQ9Uu18PZnWISWJMaQkUQwx2YNT8qjqCyiXZeWwD0JBaLWPosi+apQRU+00xb5pGmJ3d7M5Oz/tdluqmnoyf/v2rSNQUO/ddrv1ni/On4VeTTruurZpmpTSfDFNKSGCeYhjH2s/kajbVTepFv0+0UnVuOn9/v7i4iylcHt3M5nN+thJ6CYNTmpqQ5eAo4Dz09PLZ9PT805l3bWCwHU9qSpJsN/vgbCqmsqsohBFpGKnhCJS176NfQhdVTXes6pOJnUf2vPz0//4n/4DM67W93Xt225X1z6bxlnbtO65CoRJcy2C6gD7lyU/GEgRqPJg3ohI6nsAOCz58MEJGo4oEjokdQDAwABqDnnzjGKB2+LsmimqgA6UhBklFAzeJDfAIiY2lkhD/YZtGWtpoGS0jk5JVSkD2/z+x+PQkX3A/M6DZ9hsTFJwhmNh/jIAEOA+grZ9H4U5lgRWRHYuVFUk7pz3MjR+VYkppSRJVZOCWOARlNAJCIKCpKqul8vl2fnJ/OQ09HHX9edUx6RVVakqSlQmRvS+cq4i9lH6IiiOjkFsWkxVJQFSuHlzM59XX3zrc8C4Wj1Ujie1j6mvKyaICNF7B0IhJgA3nZ8sTs/qplbm0Pchim1UclwKPIjIDHZTrparpel13nvV1LYBEReLxXa7zT4eogHGS40aceTSPvDCYYWGkKadJcWhVgFBwNiXKqKrmiI2x/q0Q86q5GhmzL+TcEhEgJEmmqNVg9ZShoXOAbMZOrlZBiIiMTsdpZNC0SwR1ACTipN0YGyP84vLlno34VqWCBgqLTKQdcA+BNZBOTeyIEstAVNeAEAVk0rqOwy997VqzgcgEo1RAYioYS55BgiUUkoIKSVFYgDnHIBaAy2bu6ZpbuPS1j4Eqeu6qqq7u7vKsxVzqQo5ImbrzBRCSAqKIKAZRQpZEYiz+y/vOjXgXachvL2+/tYXnxGB9361uu/7vus6x5UIJAV0jApJhBmbpjHzoKy36bvmex/n+FogKoTw2Wefxxjv7+9jlLquncOUUoxigMY4eFqOluCwprbGQzoRmAd0+J0LlAb0q0xdavRrJGCxBpShDKg46mH09YqIZcYRcaDJ7AofbfF83l7SBKvIoecfEdGQ/KFDnfvhxR5bQpL7pVbvJER8D4EeX6CENDK/lAEIwQEQIglQgUsxFlXGpoPLDIbtCgBJZde2RKTeO8eOkZkd1QCQFGJKznk9AHzmrEJDMtrtdmcnC2NOMUbvnJW5IqLBihEzsy/VsDoUJsATi/DASgGvr5c/+h//fT6ff/atTybTaVLo214Fd6EdXJioOUCIXdftdhvVXJMJh4BfqqoKhmRzHbIjrDngYrEwkrUkgbZt27atqupo3Ye1w6M1/d3LBCNH4fhpRzYGD6BGrvKNZuWhkJ7NtSvcNPPVnLWJ4y8os1nkRRkljZJLbF54lKlUVVVxApdbdIj1Pz1+x5vn/ZrTqROitXcaGVKjEi0RGRz7WbAadn9Otsr17woAKYkiSIpAGmOsHHtHlqjLzI6IUyLyMYziN453u10zqVKIEtN0On316pXE8OzZZdu2SUVNGyMGdkosCElzD0JJoJiMsMavhphxMBEYAV68eHHx7KqZTYEoAQpgH9N+3/YxhDTwSOeqquq6sFqtLOkTB3+2rZ1tGx1lmquqcdD//Nd//b3vfe873/kOM5tzChGNOp8uh6ri6LGFEsoG+/2P961vdkcXDAIYNJ5B6I9BQ20TP4pSwmMyLatrF7ArfRv06HpLlSj8w84b2/7/erESTWBQQaTM1wb+r6pgLccRYITsfOC1o7GNx4CIopBSakVSopSSLflkMgEgICJySgjEgISYwzlR1fIqfvSjH8W++8u//EvrNoQgRNK2LQCkKK7yltUg6bBC9Chr7CCLEAgJn50//9f/5gd//Mf/bLffPCzv2FVT9uvNLgmICCj5ygNS3/e73X6/319dXcGQdGtvbdRpfusScMIhy+yjjz46PT1FxL7vrerBss71cdLZ0RSN/wQjCfC+JRuTo/23iI7C0bMOmgYHZZ4IBMhBhaQA1rplKCYBgIwoXnTQ8k0KCsiADAiqYuLdtr5g9uyPGTs6BwqaBDDLU0ISjEPm25O3ek+thjmBBUAJc24xsgBaJgQRITAAIpAKk6r31vcDRMTIIokoAJGDIVCrw3QTYjIteXA0hggiHSKKIiLWVEoFs5iu61qTEAERGKaQq6v1bptSZGaHLCBdiFH2fUy+9977PgqQ5hIjdsRM3j3SuRGRiZAY4Re/+urFB5f3q1Xfdw/rDRBPm8n8pFuv112ICWDRzHZt9+bNm/2+E43W4sh4wdOiBhpqH4oX/N/9239vmctdG+q6cexTTABAxAVhprAksNQQQAs/iorkPCY4VMONdVBj1ZpBhk2uFT3YyFYtR3io1HFl0JBBQfKMx6iWSICIFnGBUWjnqZQf74lygYXX6PF5Goo9igJUZgdxnBX/+x+5JgmLxo3kuMoEirmAUxUFtK59IdDQ59bkKaVhiw5kbYIFAIgJCZENZAkRJKliirsd+8o1oIjMntJgBSLEGJlJRJqm+Yu/+AtfOVUNIaudIiIhJkgiEgWqqnJOAXIbJKMVHsFKlkkjQiQ6Oz8/u7jad2Exm+33+9u7u+2u7UIiV4U+xSCu8v1m/+bt67YPzN4C60RkImuMspTfcdCAcUC63O/3VthpEaMY42KxKPnmRVWwEWbApmF9y7Dft1QHjvY412Ksg47VPGcZpmWUZb3RrC0sFlmmH3rMuguZFqV7bOXZCx0N0b7LXnic1mWTKOngqIcRrduZog8MfKtEpPIzmK24FJzzw+0MkGvoFMG5yrwKhGQFfJZ0zOxKkq/FxiwhTQUjCGMGN8nQQgqI0Pf93d2d5GlkUXCu0hSdI81Z6zsiiiEBWoQMYhRFMXaYFFLfA5A1lCGi5XI5mUyapnnz5o1hKOgQUjdS6Lr9yelJUnGVXz48PKw3wC6KnJ9fXl9fV5VlQK9+8pOfsHc2wzBYsUYQRV7bmxb+YhPrnIuiZYcYJpzlqR0RX5HCNrby/KLRHVFIOSkDGkJ5Thnh0fMzgY6fkjPjMo0mAHMrvkOfeHrmKckCQHo/Pxzz4DJ6lUxwhcqPuOyQM/UOTZGQmdzg0cOi2VqxKBERuVLOQaNSliE0f+BVhswBgxSz2IKqRRWzPEmFASArWs4eYTbytLxF0cYUZMhfyIBO5rC7vblbLBaOfYTQNM2rV6+Wy+WHH35oc1K2sUmdlHA+n6eU1tt9u9uFJM43FhY5PRMgd3O37GPoum5W+fLtZbHLZxxZC+NjYEbvONIAJlxWp2iN+tjAKCv7+LGPPrzveHqByzHQYXEMElNAFWlIO8ypWIZyb60CioPhkQ/M9Mh8sZ0D0EdJ/+UgIzVSQ3vPKjwqEBId/MZmWkpKOqpO0dFXI2erIgf4vKW8gIShkZTlowzZOqqqNJyEjO4AOc9NacgjUdOTLM9BD4oUoiU5Zt3p6WoO2YUHXjIAPuHw73AhIAC8/Pij+/v712/ffPzxx+z8f/mv/229Wf3VX/2V9x4IVYScqxrvnCPHisDedSHuu77rI7Kvfe2QBOH88lkI4fXrt30IXddN5zMijPE4U/2Ikgq7GlHGu22A0Z+smHvgIDC0HrVFETEta0xqFvGU3KiznDz8hmxLDO780cS6sZYz0H7ZE48pcHDFPX1V+B2GG72b2RY9g4aKZDsMQ9ANbemMUi13QUfWdxHxxjONOClXQWhKFlLFg85EzwAAA9pJREFUgp6iQzNe5xyM3hcAhmaymbcW8ZdSEtCkilm4WzsqOTBX4pxpZq+ueYXG74t4iNiOcVzLvw8P68vLZ0R0d3d3fn7+/e9//255a3IDES0lwCahrj0zrze7vu+TiKtqZiZDxzAsENgv7+/joSRJUopjROkypPFiPaIktfjDOw7L9i/c8eDt5uOa3jHpl8ceyf2nx1Muax8cDNFHLfiuJuDw4P0Zyf3RvD/+cPSnwyq+5zgS0OMDRppK8a0iWkgjFtGc/ZE+s09mVsEMu5d6Js/MVUXkc4ariOXLMgzfkoenoKoWKYGsXQFiQkzJiBqLhq6qWQMAYnzyRkV7GvAgD0kPyFbgR0c1DwJdCKGuJyKAiN/97ndD7K13WV3XzhERicS+j0REju/vV2BJ1YCW22bFAjGJY59SQqZc+5X6lERHns6nat94FbI+8Hus1zuZ0Xjdx8f4S39/EX+sgw4b4sBXhm86qC/2e5zC8ZRMj0d5UGrfPZTx3kJEIperrAYCLVmq5ti3tDQcEuOYmfiAAZGi9n3f99Y5JRYLzHvPDpmZAJSOOYfm3qQHeKZykKomEVAz3UsU6jB+q8q3cmck1LGtmZ+mmY+aQDxMh+FlXl1dvX39xjl3cXGx222+/PLLZlLP53NrVuScpcHvs9vSV3lJVIMKihIgD32k6roGQGZGpr7vo0QTCAPO2u+ikgMPes96jd3Vjzjlu5YV3mP36FOgjSc3wmMydRlhUdVAChgBAOlAcKwAGfI8u6YOCznWRE0/s1y3xy9J79w1OqguIiqiACUxu3AfKKSKIt5708zd8KVEBAgKGpNh5YmIihk7zAAgAF0IUZKPvqoq79k5l4xT5YmmMsDHinKOL6kqsCYVTSgilttM2UiCxzfksDIiktlMZZZNstOh/c0g6wkVbq7vTs8uqtptNpu23Z9fXszncyMpZBjcitZYJoYgyCQKkBBUc+oG2FbKLhEUZYa+75WUiU0EvJMOHg0+k5St6TuICA8KK0BORzYcRWuyCwM/QzE8zBESkzVAlCyAhpGMfo/n/0gTdeWsUffTSGNWr95zvI9BHt7nPTfaNxYjvdxlXqHxnhtQEt5RXK8qzrmUYggm/UuedW4fGmPs+zBgmFWCUOJGB5nw2MVrf81cGcEJmOaPmKGCMfvgVAAQSOGArWKDxAINbr8J3zcPijCbzUTEYpIXFxfr9TqE8MknH69WKwP50MFDKaJxkDeExJWrrAwwRIMEI+dj7A3lLqTEaMV9MtbNjrj70ZIh0hOUrXyYf6pot2DR88G9WMb5TwrxUjT2T1w1POf/Aat21rXRB9lHAAAAAElFTkSuQmCC",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=224x224>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "Image.open(testdata[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:151645 for open-end generation.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'the kitchen is a bright yellow with a glass top island and a large window that looks out to the'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def build_model_input(model, processor, testdata:tuple):\n",
    "    messages = [\n",
    "        {\"role\": \"system\", \"content\": \"You are a helpful assistant.\"},\n",
    "        {\"role\": \"user\", \"content\": testdata[0]},\n",
    "    ]\n",
    "    prompt = processor.tokenizer.apply_chat_template(\n",
    "        messages, tokenize=False, add_generation_prompt=True\n",
    "    )\n",
    "    # print(prompt)\n",
    "    # print(\"*\"*20)\n",
    "    image = Image.open(testdata[2])\n",
    "    inputs = processor(text=prompt, images=image, return_tensors=\"pt\")\n",
    "    \n",
    "    for tk in inputs.keys():\n",
    "        inputs[tk] = inputs[tk].to(model.device)\n",
    "    generate_ids = model.generate(**inputs, max_new_tokens=20)\n",
    "    \n",
    "    generate_ids = [\n",
    "        oid[len(iids):] for oid, iids in zip(generate_ids, inputs.input_ids)\n",
    "    ]\n",
    "\n",
    "    \n",
    "\n",
    "    gen_text = processor.batch_decode(generate_ids, skip_special_tokens=False, clean_up_tokenization_spaces=False)[0]\n",
    "    return gen_text\n",
    "\n",
    "\n",
    "\n",
    "build_model_input(model, processor, testdata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "hz_net",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
